library(rvest)
## Loading required package: xml2
#Load the data from website
site <- "http://wiki.socr.umich.edu/index.php/SOCR_Data_AD_BiomedBigMetadata"
wiki_url <- read_html(site)
html_nodes(wiki_url, "#content")
## {xml_nodeset (1)}
## [1] <div id="content" class="mw-body-primary" role="main">\n\t<a id="top ...
ad_data <- html_table(html_nodes(wiki_url,"table")[[1]])
head(ad_data)
##   SID MMSCORE FAQTOTAL GDTOTAL adascog sobcdr DXCURREN DX_Conversion
## 1   2      28        0       1   10.67    0.0        1             0
## 2   3      20       10       1      22    4.5        3             0
## 3   5      29        0       0    8.67    0.0        1             0
## 4   6      25        0       0   18.67    0.5        2             0
## 5   8      28        0       0       5    0.0        1             0
## 6  10      24       11       2   12.33    5.0        3             0
##   DXCONTYP DX_Confidence Gender Married Education Age Weight_Kg VSBPSYS
## 1       -4             4      1       2        16  79  89.00000     110
## 2       -4             3      1       1        18  81  74.00000     148
## 3       -4             4      1       1        16  74  88.00000     150
## 4       -4             3      2       1        13  80  69.39972     123
## 5       -4             3      2       2        18  84  60.00000     124
## 6       -4             3      2       1        12  74  68.00000     140
##   VSBPDIA VSPULSE VSRESP VSTEMP SymptomeSeverety SymptomeChronicity
## 1      80      60     20   35.7                1                  2
## 2      70      60     18   36.6                2                  2
## 3      80      52     18   35.9                3                  3
## 4      76      55     20   36.1                1                  2
## 5      74      80     20   35.6                2                  3
## 6      80      72     20   35.6                2                  3
##   BC.USEA BCVOMIT BCDIARRH BCCONSTP BCABDOMN BCSWEATN BCDIZZY BCENERGY
## 1       1       1        1        1        1        1       1        1
## 2       1       1        1        1        1        1       1        1
## 3       1       1        1        2        1        1       1        1
## 4       1       1        1        1        1        1       1        1
## 5       1       1        1        2        1        1       1        1
## 6       1       1        1        1        1        1       1        2
##   BCDROWSY BCVISION BCHDACHE BCDRYMTH BCBREATH BCCOUGH BCPALPIT BCCHEST
## 1        1        1        1        1        1       2        1       1
## 2        1        1        1        1        1       1        2       1
## 3        1        2        1        1        1       1        1       1
## 4        1        1        1        1        1       1        1       1
## 5        1        1        1        1        1       1        1       1
## 6        1        1        1        1        1       1        1       2
##   BCURNDIS BCURNFRQ BCANKLE BCMUSCLE BCRASH BCINSOMN BCDPMOOD BCCRYING
## 1        1        2       1        2      2        1        1        1
## 2        1        1       1        2      1        2        1        1
## 3        1        2       2        2      1        1        1        1
## 4        1        1       1        1      1        1        1        1
## 5        1        2       1        1      1        1        1        1
## 6        1        1       1        1      1        1        2        1
##   BCELMOOD BCWANDER BCFALL BCOTHER CTWHITE CTRED PROTEIN GLUCOSE
## 1        1        1      1       1       .     .       .       .
## 2        1        1      1       1       0     2      64      58
## 3        1        1      1       1       2     1      43      59
## 4        1        1      1       1       .     .       .       .
## 5        1        1      1       1       3     4      41      57
## 6        1        1      1       1       0    66      35      52
##   ApoEGeneAllele1 ApoEGeneAllele2 CDMEMORY CDORIENT CDJUDGE CDCOMMUN
## 1               3               3        0      0.0       0        0
## 2               3               4        0      1.0       1        1
## 3               3               3        0      0.0       0        0
## 4               3               3        0      0.5       0        0
## 5               2               3        0      0.0       0        0
## 6               3               4        0      1.0       1        1
##   CDHOME CDCARE CDGLOBAL
## 1      0    0.0        0
## 2      1    0.5        0
## 3      0    0.0        0
## 4      0    0.0        0
## 5      0    0.0        0
## 6      1    1.0        0
# 10.2 Step 2: Exploring and preparing the data
# To make sure that the data is ready for further modeling, we first should delete the subject ID variable as it is not needed in the dimension reduction procedures.
ad_data <- ad_data[ ,-1]

ad_data[ad_data == "."] <- 0
ad_data$SymptomeChronicity <- as.numeric(ad_data$SymptomeChronicity)
ad_data$FAQTOTAL <- as.numeric(ad_data$FAQTOTAL)
ad_data$DX_Confidence <- as.numeric(ad_data$DX_Confidence)
ad_data$SymptomeSeverety <- as.numeric(ad_data$SymptomeSeverety)
ad_data$CTWHITE <- as.numeric(ad_data$CTWHITE)
ad_data$CTRED <- as.numeric(ad_data$CTRED)
ad_data$PROTEIN <- as.numeric(ad_data$PROTEIN)
ad_data$GLUCOSE <- as.numeric(ad_data$GLUCOSE)
ad_data$DX_Conversion <- as.numeric(ad_data$DX_Conversion)
ad_data$adascog <- as.numeric(ad_data$adascog)
ad_data$FAQTOTAL <- as.numeric(ad_data$FAQTOTAL)

summary(ad_data)
##     MMSCORE         FAQTOTAL         GDTOTAL         adascog      
##  Min.   :18.00   Min.   : 0.000   Min.   :0.000   Min.   : 0.000  
##  1st Qu.:25.00   1st Qu.: 0.000   1st Qu.:0.000   1st Qu.: 6.918  
##  Median :27.00   Median : 2.000   Median :1.000   Median :10.670  
##  Mean   :26.81   Mean   : 4.978   Mean   :1.367   Mean   :11.661  
##  3rd Qu.:29.00   3rd Qu.: 8.000   3rd Qu.:2.000   3rd Qu.:15.000  
##  Max.   :30.00   Max.   :30.000   Max.   :6.000   Max.   :42.670  
##      sobcdr         DXCURREN     DX_Conversion       DXCONTYP     
##  Min.   :0.000   Min.   :1.000   Min.   :0.0000   Min.   :-4.000  
##  1st Qu.:0.000   1st Qu.:1.000   1st Qu.:0.0000   1st Qu.:-4.000  
##  Median :1.500   Median :2.000   Median :0.0000   Median :-4.000  
##  Mean   :1.785   Mean   :1.958   Mean   :0.0121   Mean   :-3.962  
##  3rd Qu.:2.625   3rd Qu.:2.000   3rd Qu.:0.0000   3rd Qu.:-4.000  
##  Max.   :9.000   Max.   :3.000   Max.   :2.0000   Max.   : 3.000  
##  DX_Confidence       Gender         Married        Education    
##  Min.   :0.000   Min.   :1.000   Min.   :1.000   Min.   : 6.00  
##  1st Qu.:3.000   1st Qu.:1.000   1st Qu.:1.000   1st Qu.:14.00  
##  Median :4.000   Median :1.000   Median :1.000   Median :16.00  
##  Mean   :3.608   Mean   :1.407   Mean   :1.083   Mean   :15.64  
##  3rd Qu.:4.000   3rd Qu.:2.000   3rd Qu.:1.000   3rd Qu.:18.00  
##  Max.   :4.000   Max.   :2.000   Max.   :2.000   Max.   :20.00  
##       Age          Weight_Kg         VSBPSYS         VSBPDIA      
##  Min.   :55.00   Min.   : -1.00   Min.   : 90.0   Min.   : 43.00  
##  1st Qu.:71.00   1st Qu.: 64.67   1st Qu.:122.0   1st Qu.: 68.00  
##  Median :76.00   Median : 74.39   Median :135.0   Median : 75.00  
##  Mean   :75.49   Mean   : 75.28   Mean   :135.5   Mean   : 74.56  
##  3rd Qu.:80.00   3rd Qu.: 84.48   3rd Qu.:146.0   3rd Qu.: 82.00  
##  Max.   :91.00   Max.   :137.44   Max.   :206.0   Max.   :103.00  
##     VSPULSE           VSRESP          VSTEMP      SymptomeSeverety  
##  Min.   : 40.00   Min.   :-1.00   Min.   :-1.00   Min.   :-4.00000  
##  1st Qu.: 58.00   1st Qu.:16.00   1st Qu.:36.10   1st Qu.:-4.00000  
##  Median : 64.00   Median :16.00   Median :36.40   Median : 1.00000  
##  Mean   : 65.17   Mean   :16.68   Mean   :36.35   Mean   :-0.09812  
##  3rd Qu.: 72.00   3rd Qu.:18.00   3rd Qu.:36.70   3rd Qu.: 1.00000  
##  Max.   :100.00   Max.   :32.00   Max.   :37.70   Max.   : 3.00000  
##  SymptomeChronicity    BC.USEA         BCVOMIT         BCDIARRH    
##  Min.   :-4.0000    Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:-4.0000    1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000  
##  Median : 2.0000    Median :1.000   Median :1.000   Median :1.000  
##  Mean   : 0.6277    Mean   :1.032   Mean   :1.016   Mean   :1.097  
##  3rd Qu.: 2.0000    3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000  
##  Max.   : 3.0000    Max.   :2.000   Max.   :2.000   Max.   :2.000  
##     BCCONSTP        BCABDOMN        BCSWEATN        BCDIZZY     
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000  
##  Median :1.000   Median :1.000   Median :1.000   Median :1.000  
##  Mean   :1.106   Mean   :1.074   Mean   :1.056   Mean   :1.125  
##  3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000  
##  Max.   :2.000   Max.   :2.000   Max.   :2.000   Max.   :2.000  
##     BCENERGY      BCDROWSY       BCVISION        BCHDACHE    
##  Min.   :1.0   Min.   :1.00   Min.   :1.000   Min.   :1.000  
##  1st Qu.:1.0   1st Qu.:1.00   1st Qu.:1.000   1st Qu.:1.000  
##  Median :1.0   Median :1.00   Median :1.000   Median :1.000  
##  Mean   :1.2   Mean   :1.13   Mean   :1.059   Mean   :1.093  
##  3rd Qu.:1.0   3rd Qu.:1.00   3rd Qu.:1.000   3rd Qu.:1.000  
##  Max.   :2.0   Max.   :2.00   Max.   :2.000   Max.   :2.000  
##     BCDRYMTH        BCBREATH        BCCOUGH         BCPALPIT    
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000  
##  Median :1.000   Median :1.000   Median :1.000   Median :1.000  
##  Mean   :1.087   Mean   :1.078   Mean   :1.116   Mean   :1.031  
##  3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000  
##  Max.   :2.000   Max.   :2.000   Max.   :2.000   Max.   :2.000  
##     BCCHEST         BCURNDIS        BCURNFRQ        BCANKLE     
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000  
##  Median :1.000   Median :1.000   Median :1.000   Median :1.000  
##  Mean   :1.017   Mean   :1.023   Mean   :1.218   Mean   :1.078  
##  3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000  
##  Max.   :2.000   Max.   :2.000   Max.   :2.000   Max.   :2.000  
##     BCMUSCLE         BCRASH         BCINSOMN        BCDPMOOD    
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000  
##  Median :1.000   Median :1.000   Median :1.000   Median :1.000  
##  Mean   :1.364   Mean   :1.073   Mean   :1.112   Mean   :1.122  
##  3rd Qu.:2.000   3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000  
##  Max.   :2.000   Max.   :2.000   Max.   :2.000   Max.   :2.000  
##     BCCRYING        BCELMOOD        BCWANDER         BCFALL     
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000  
##  Median :1.000   Median :1.000   Median :1.000   Median :1.000  
##  Mean   :1.035   Mean   :1.012   Mean   :1.004   Mean   :1.046  
##  3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000  
##  Max.   :2.000   Max.   :2.000   Max.   :2.000   Max.   :2.000  
##     BCOTHER         CTWHITE            CTRED            PROTEIN      
##  Min.   :1.000   Min.   :-1.0000   Min.   :  -1.00   Min.   : -1.00  
##  1st Qu.:1.000   1st Qu.: 0.0000   1st Qu.:   0.00   1st Qu.:  0.00  
##  Median :1.000   Median : 0.0000   Median :   0.00   Median : 23.00  
##  Mean   :1.046   Mean   : 0.6935   Mean   :  91.82   Mean   : 23.53  
##  3rd Qu.:1.000   3rd Qu.: 1.0000   3rd Qu.:   3.00   3rd Qu.: 42.00  
##  Max.   :2.000   Max.   :32.0000   Max.   :5000.00   Max.   :244.00  
##     GLUCOSE       ApoEGeneAllele1 ApoEGeneAllele2    CDMEMORY
##  Min.   : -1.00   Min.   :2.000   Min.   :2.000   Min.   :0  
##  1st Qu.:  0.00   1st Qu.:3.000   1st Qu.:3.000   1st Qu.:0  
##  Median : 34.00   Median :3.000   Median :3.000   Median :0  
##  Mean   : 29.98   Mean   :3.023   Mean   :3.489   Mean   :0  
##  3rd Qu.: 59.00   3rd Qu.:3.000   3rd Qu.:4.000   3rd Qu.:0  
##  Max.   :100.00   Max.   :4.000   Max.   :4.000   Max.   :0  
##     CDORIENT         CDJUDGE          CDCOMMUN          CDHOME      
##  Min.   :0.0000   Min.   :0.0000   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.5000   Median :0.0000   Median :0.5000   Median :0.0000  
##  Mean   :0.5047   Mean   :0.3085   Mean   :0.3683   Mean   :0.2513  
##  3rd Qu.:1.0000   3rd Qu.:0.5000   3rd Qu.:0.5000   3rd Qu.:0.5000  
##  Max.   :2.0000   Max.   :2.0000   Max.   :2.0000   Max.   :2.0000  
##      CDCARE          CDGLOBAL     
##  Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000  
##  Mean   :0.2849   Mean   :0.0672  
##  3rd Qu.:0.5000   3rd Qu.:0.0000  
##  Max.   :2.0000   Max.   :2.0000
mu<-apply(ad_data, 2, mean)
mean(mu)
## [1] 11.7855
ad.center<-as.matrix(ad_data)-mean(mu)
S<-cov(ad.center)
eigen(S)
## eigen() decomposition
## $values
##  [1]  2.273988e+05  1.484903e+03  3.337903e+02  2.200047e+02  1.264698e+02
##  [6]  1.073487e+02  7.522069e+01  7.058054e+01  3.931341e+01  1.480602e+01
## [11]  1.230736e+01  9.649142e+00  8.238088e+00  3.151439e+00  2.455463e+00
## [16]  1.944325e+00  1.730617e+00  8.819886e-01  3.431030e-01  2.956609e-01
## [21]  2.640353e-01  2.479452e-01  1.826721e-01  1.712922e-01  1.623043e-01
## [26]  1.383527e-01  1.361698e-01  1.223317e-01  1.048175e-01  1.007915e-01
## [31]  9.107279e-02  8.979152e-02  8.551339e-02  8.402801e-02  8.083781e-02
## [36]  7.769321e-02  7.549186e-02  6.890471e-02  6.376745e-02  6.069233e-02
## [41]  5.863117e-02  5.580901e-02  5.242103e-02  4.903965e-02  4.703119e-02
## [46]  4.509127e-02  4.400682e-02  4.140577e-02  3.382897e-02  2.910121e-02
## [51]  2.704179e-02  2.515083e-02  2.305273e-02  2.010289e-02  1.402210e-02
## [56]  1.028087e-02  8.480327e-03  8.322598e-03  3.567425e-03  4.843097e-18
## [61] -2.826186e-17 -1.586071e-12
## 
## $vectors
##                [,1]          [,2]          [,3]          [,4]
##  [1,] -6.155702e-05 -1.352603e-03 -8.909184e-03 -1.940151e-02
##  [2,] -4.210949e-04  1.877305e-03  1.265315e-02  3.038370e-02
##  [3,]  2.414885e-05  1.965340e-03  1.971604e-03  3.377503e-04
##  [4,]  6.582141e-04 -1.515883e-03  4.688771e-03  4.287574e-02
##  [5,]  3.570981e-05 -1.419637e-05  3.970545e-03  1.177157e-02
##  [6,] -3.763502e-06  6.197425e-04  1.573625e-03  5.726667e-03
##  [7,] -4.336864e-06 -1.722701e-04  8.056246e-05  4.235859e-04
##  [8,] -1.161639e-05 -3.989289e-04  7.008365e-04  3.828828e-04
##  [9,] -3.651363e-05  6.382024e-04 -1.736163e-03  8.948786e-04
## [10,] -6.401732e-06 -1.181770e-03 -2.350600e-03  1.708952e-02
## [11,] -2.300120e-05 -3.782290e-04 -5.251334e-04 -4.161944e-04
## [12,]  2.616653e-04  1.687544e-03 -5.687045e-04 -1.938043e-02
## [13,] -2.092224e-04 -4.302170e-03  2.656760e-02  7.562373e-02
## [14,] -5.807990e-05  4.318975e-02  1.899525e-01 -9.736371e-01
## [15,]  2.269615e-03 -3.204045e-02  9.333636e-01  1.946427e-01
## [16,]  1.398577e-03 -1.207940e-02  2.971808e-01  7.140173e-04
## [17,] -2.468176e-04  4.384694e-04 -1.116993e-02  3.998310e-02
## [18,]  3.699501e-04  1.842257e-03  2.481977e-02  3.271946e-03
## [19,] -3.136294e-05 -1.466479e-03 -2.618050e-03  7.902005e-03
## [20,]  1.989696e-04 -9.551260e-04  1.178988e-02  4.543423e-03
## [21,]  2.332669e-04 -1.305606e-03  1.148469e-02  5.186969e-03
## [22,]  5.575407e-06 -2.133684e-04 -1.062372e-04 -7.063601e-04
## [23,] -4.932632e-06 -2.167342e-04 -1.085667e-04 -1.892471e-04
## [24,]  2.313422e-05  3.292016e-04  2.426065e-05 -6.287171e-04
## [25,]  4.204160e-05  9.784808e-05  1.463824e-03  4.710872e-04
## [26,] -1.741155e-05  1.719273e-04  8.490958e-04 -3.482829e-04
## [27,]  1.416661e-05  8.082712e-05 -1.852431e-05 -3.037064e-04
## [28,] -2.718276e-06 -3.042693e-04  5.266829e-04 -7.938126e-04
## [29,] -2.263992e-05  1.030004e-04  6.489960e-04  1.088146e-03
## [30,] -9.137126e-06  1.585971e-04  5.740529e-04 -1.422117e-03
## [31,] -5.525276e-06  1.702923e-04  6.454930e-04 -5.480530e-06
## [32,] -9.819773e-06 -4.016926e-05 -6.812403e-04  7.624784e-04
## [33,] -2.795354e-05  9.048362e-05  5.177937e-04 -1.501839e-04
## [34,] -2.655230e-05  9.309455e-05  1.334738e-03 -2.831617e-03
## [35,] -2.890434e-05 -1.304161e-05 -8.419338e-04 -4.737127e-04
## [36,] -1.084916e-05 -2.419664e-04 -8.457735e-05 -5.974614e-04
## [37,] -6.692420e-06 -7.785247e-05 -1.717683e-04 -7.306098e-04
## [38,] -8.102982e-06 -4.476973e-05 -1.846839e-04  2.162969e-04
## [39,]  1.641410e-06  2.555279e-04  6.646750e-04 -1.424932e-03
## [40,] -2.892499e-05  3.009721e-04  1.246280e-03 -1.740278e-03
## [41,] -1.090296e-04  5.801924e-04  7.219353e-04 -5.370626e-05
## [42,] -2.347564e-05 -4.505424e-04 -2.452083e-05 -2.085732e-03
## [43,] -2.134112e-05 -1.598816e-04  4.626754e-04 -1.317513e-03
## [44,]  1.464197e-05  2.308990e-04 -3.244671e-05  1.989316e-03
## [45,]  3.372881e-06 -4.603566e-06  1.130441e-04  8.080159e-04
## [46,] -4.789086e-06  6.948022e-05  1.084393e-04 -5.342210e-04
## [47,] -3.906907e-08  4.573646e-05 -5.319505e-05  2.654087e-04
## [48,]  6.733117e-06 -1.435489e-04  2.804581e-04 -5.081075e-04
## [49,]  6.733117e-06 -1.435489e-04  2.804581e-04 -5.081075e-04
## [50,]  4.905417e-04  2.062418e-02  2.389320e-03 -1.335806e-03
## [51,]  9.998353e-01 -1.773356e-02 -3.051810e-03 -1.332538e-03
## [52,]  1.289398e-02  6.544635e-01  4.811060e-02  1.951235e-02
## [53,]  1.243991e-02  7.535612e-01 -8.278296e-03  4.761803e-02
## [54,] -4.713070e-07 -1.610034e-04  2.020041e-03 -9.431714e-04
## [55,]  4.299839e-05  2.732923e-05 -3.614264e-04  2.375737e-03
## [56,]  0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00
## [57,]  4.154234e-05  2.960720e-04  7.139035e-04  3.466371e-03
## [58,]  2.180676e-05  3.801206e-05  6.707359e-05  3.844507e-03
## [59,] -1.414548e-05 -4.080970e-04  6.910383e-04  1.782564e-03
## [60,] -2.266327e-05  1.510057e-04  3.230131e-04  2.185121e-03
## [61,]  3.107873e-06 -1.616404e-04  8.903211e-04  1.475024e-03
## [62,]  6.061600e-06  7.045117e-05  1.285196e-03 -9.820192e-04
##                [,5]          [,6]          [,7]          [,8]
##  [1,]  1.326615e-02  5.684621e-02  1.989729e-01 -1.058384e-01
##  [2,] -2.890866e-02 -1.417176e-01 -5.879515e-01  3.165808e-01
##  [3,] -6.185997e-03 -8.707364e-03 -2.136681e-02  1.638992e-02
##  [4,] -2.855414e-02 -1.385223e-01 -5.741243e-01  2.824316e-01
##  [5,] -6.998017e-03 -4.274906e-02 -1.507234e-01  8.366138e-02
##  [6,] -2.572088e-03 -1.923409e-02 -5.450953e-02  2.700456e-02
##  [7,]  7.701299e-05 -1.772468e-04 -4.328264e-07  2.135048e-04
##  [8,]  4.265150e-04 -2.038927e-03 -2.510301e-05  4.053892e-03
##  [9,]  3.222018e-03  1.985894e-03  2.885131e-03 -3.204839e-03
## [10,]  3.777095e-03  8.754270e-03 -1.046450e-03 -7.682845e-04
## [11,] -4.438914e-04 -8.725425e-06 -1.793807e-03 -2.746331e-03
## [12,]  6.104540e-03 -8.043107e-03  4.362255e-02 -5.173864e-02
## [13,] -5.651815e-02 -7.091671e-02  2.253323e-01  3.554834e-01
## [14,]  2.025830e-02 -2.689983e-03 -5.616504e-03  1.070378e-01
## [15,]  3.703783e-02 -1.035180e-01  1.422176e-01  1.766161e-01
## [16,]  1.956675e-02  3.652874e-01 -4.250756e-01 -6.648251e-01
## [17,]  7.111529e-02  8.933035e-01  1.226509e-03  4.267493e-01
## [18,]  9.792714e-03  2.383278e-02  1.558123e-02  5.518912e-02
## [19,] -2.102881e-03  6.128108e-03 -2.556715e-03  4.583210e-03
## [20,]  3.283048e-04 -1.236071e-02  3.338412e-03  1.220428e-02
## [21,]  5.851722e-04 -1.414162e-02  3.647780e-03  1.276083e-02
## [22,] -6.509274e-05 -1.118490e-03 -3.201052e-03  2.189663e-03
## [23,] -2.853108e-05 -1.116648e-05 -2.431140e-03  1.798005e-03
## [24,]  9.746335e-04 -1.446351e-03 -1.244159e-03  1.642457e-03
## [25,]  8.908748e-04 -4.260424e-04  2.470143e-03  4.371073e-05
## [26,]  6.644611e-04 -5.617642e-04  2.436396e-04 -1.504400e-04
## [27,] -8.706114e-04 -1.059161e-03 -6.859337e-04 -6.942791e-04
## [28,] -4.709844e-05 -1.415554e-03 -1.040072e-03  2.946316e-03
## [29,] -1.030674e-03 -9.911228e-04 -5.759925e-03  6.706677e-03
## [30,] -1.297712e-04 -1.451036e-03 -5.037772e-03  4.944749e-03
## [31,] -4.472140e-05 -5.307785e-04  2.834514e-03  3.584788e-04
## [32,]  9.390590e-04 -6.723425e-04 -1.522541e-03 -3.405222e-04
## [33,] -1.106779e-03  1.201572e-03  2.658841e-03  1.978882e-03
## [34,] -7.179465e-04  1.247484e-03  1.697564e-03  3.665055e-03
## [35,]  9.322444e-04  1.950443e-03 -3.618741e-04  2.406603e-03
## [36,] -3.377478e-04  1.907946e-05 -9.650655e-04  2.179086e-04
## [37,]  4.183455e-04  4.792549e-04  4.738701e-04 -1.046117e-04
## [38,] -8.752531e-04 -3.055274e-04  1.044668e-04  1.379422e-04
## [39,] -9.727083e-04  4.110665e-05  3.780894e-03 -2.315070e-04
## [40,] -2.770100e-04  2.523075e-04  2.538949e-03  3.005655e-03
## [41,] -1.990991e-03  5.416926e-04 -1.529176e-03  1.528740e-04
## [42,]  7.652908e-04  1.072669e-03  9.986127e-04  2.218565e-04
## [43,] -5.733293e-04  9.332700e-04  2.864285e-03  6.653631e-05
## [44,] -1.890436e-03 -1.791149e-03 -4.522134e-03  1.937820e-03
## [45,]  2.151786e-04 -4.852156e-08 -1.335931e-03  8.651699e-04
## [46,] -3.514617e-05 -3.737307e-04 -5.772106e-04 -8.706081e-04
## [47,]  2.169596e-04 -6.973846e-04 -2.228415e-04  4.332802e-04
## [48,] -2.163212e-04 -9.621731e-04 -1.833074e-04 -1.329928e-04
## [49,] -2.163212e-04 -9.621731e-04 -1.833074e-04 -1.329928e-04
## [50,] -1.537582e-02  1.599316e-03 -4.384830e-03 -1.612975e-03
## [51,]  1.461943e-03 -1.724441e-04  3.952837e-04  7.682901e-04
## [52,] -7.497515e-01  6.134420e-02  1.766603e-02 -1.400339e-02
## [53,]  6.519957e-01 -5.248466e-02 -1.374639e-02  4.275323e-03
## [54,]  7.801230e-04 -3.961124e-03 -9.367450e-03 -1.298229e-03
## [55,]  2.389847e-03 -6.111752e-03 -1.255183e-02  2.856039e-03
## [56,]  0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00
## [57,] -1.228579e-03 -1.013425e-02 -2.949791e-02  1.614630e-02
## [58,] -2.350297e-03 -6.775775e-03 -2.916646e-02  1.548480e-02
## [59,] -9.222964e-04 -8.203235e-03 -2.676550e-02  1.250070e-02
## [60,] -1.401354e-03 -7.209788e-03 -2.724443e-02  1.590797e-02
## [61,] -5.646310e-04 -7.971956e-03 -2.944256e-02  1.680924e-02
## [62,] -5.308590e-04 -2.454059e-03 -8.606509e-03  6.812360e-03
##                [,9]         [,10]         [,11]         [,12]
##  [1,]  1.457989e-02 -5.214343e-02 -1.961801e-02  7.617439e-02
##  [2,] -8.619085e-03 -6.468971e-01 -2.379883e-01 -1.509098e-02
##  [3,]  7.517505e-03 -1.132522e-02  4.160133e-02 -1.598316e-02
##  [4,] -8.555836e-03  6.695386e-01  2.372422e-01  8.945251e-02
##  [5,]  3.282142e-03 -5.841749e-02 -3.572657e-02 -1.540069e-02
##  [6,]  5.294791e-03  2.050345e-03 -1.087438e-03 -1.109514e-02
##  [7,]  7.869739e-04 -1.258292e-03  8.616996e-04 -1.352480e-03
##  [8,]  1.599970e-03  2.130139e-03  8.327267e-03 -6.631596e-03
##  [9,] -4.055714e-03 -3.774395e-03  2.173811e-03 -4.260335e-04
## [10,]  9.457632e-03 -1.085145e-02  7.958688e-03 -7.180155e-03
## [11,]  5.167892e-04 -8.438607e-05  1.808402e-03  3.495209e-03
## [12,]  3.892240e-04 -9.472068e-02  3.138339e-03  3.205135e-01
## [13,] -8.961269e-01  1.414373e-02 -3.336003e-02  5.600987e-02
## [14,] -3.615798e-02  1.235303e-02  3.822565e-03  3.893874e-03
## [15,]  1.584166e-01  1.131246e-02 -1.736457e-02  2.779379e-02
## [16,] -3.928135e-01 -1.159836e-02  2.424626e-03 -1.577216e-02
## [17,]  1.000336e-01  2.800261e-04  1.035017e-02  4.950623e-02
## [18,] -3.820532e-02  2.063467e-02  7.765147e-02 -9.282609e-01
## [19,] -7.191216e-03 -5.189651e-03 -1.888124e-02 -9.022446e-02
## [20,] -1.458015e-02 -2.179875e-01  5.956791e-01  3.503398e-02
## [21,] -2.116529e-02 -2.577284e-01  7.151170e-01  4.015881e-02
## [22,]  1.935152e-03 -3.271508e-03  3.524482e-03 -6.656682e-05
## [23,] -3.640243e-04 -3.981870e-03  4.589406e-04  9.420142e-05
## [24,]  2.650799e-03 -2.546687e-03  1.483213e-02  8.441820e-04
## [25,]  6.488512e-04 -5.715192e-03  1.374261e-02  7.936376e-03
## [26,] -3.012797e-04 -4.458084e-03  9.989613e-03  3.127317e-03
## [27,]  3.997046e-03 -3.015443e-03  6.693285e-03  2.750650e-03
## [28,] -2.800454e-03 -7.086806e-03  1.411552e-02  4.067365e-03
## [29,]  1.448808e-03 -9.885694e-03  2.825936e-02 -6.040189e-05
## [30,] -7.089353e-04 -1.330396e-02  1.577744e-02 -3.062504e-05
## [31,] -3.655722e-03 -4.532767e-03  8.426274e-03 -1.638950e-03
## [32,]  2.892033e-03 -2.479847e-03  1.350832e-02 -3.822239e-03
## [33,]  1.409337e-03 -2.726085e-03  1.360884e-02  7.507012e-04
## [34,] -2.602005e-03 -2.524549e-03  1.050591e-02 -1.896826e-03
## [35,] -8.109045e-04 -9.412475e-03  1.575874e-02  6.461183e-04
## [36,]  8.957301e-05 -1.145453e-03  4.912433e-03 -1.067038e-03
## [37,] -1.303790e-04 -9.999655e-04  2.159089e-03 -1.159279e-03
## [38,] -9.504660e-04 -2.836730e-03  2.452337e-03 -2.453554e-04
## [39,] -8.657923e-03 -1.242979e-02  3.255997e-02  7.224472e-03
## [40,] -7.758989e-05 -3.042739e-03  1.144123e-02  5.805500e-03
## [41,] -3.858503e-03 -2.400244e-02  5.082702e-02  7.971837e-03
## [42,]  1.212968e-03 -2.022593e-03  1.002465e-02 -5.032783e-03
## [43,] -3.149656e-04 -7.596837e-03  1.901771e-02 -1.870193e-03
## [44,]  2.437643e-03 -1.088012e-02  1.731222e-02 -5.379594e-03
## [45,]  1.945166e-03 -2.896102e-03  3.722613e-03 -2.643931e-04
## [46,]  8.617915e-04 -3.061787e-04  1.327452e-03  2.209696e-03
## [47,] -4.073711e-04  1.336861e-04  4.701923e-04  6.231426e-04
## [48,] -5.235421e-04 -1.636075e-03  6.913446e-03  6.332973e-04
## [49,] -5.235421e-04 -1.636075e-03  6.913446e-03  6.332973e-04
## [50,] -5.102499e-03  1.755111e-02  4.263621e-02 -5.246517e-02
## [51,] -4.388236e-06 -6.297937e-04 -5.628882e-04  1.416759e-04
## [52,]  4.100937e-02 -5.402792e-04  2.168583e-03 -2.314372e-03
## [53,] -3.808428e-02  1.972703e-03 -1.536747e-03  6.312553e-03
## [54,]  7.728549e-03  8.365063e-03  2.619989e-03 -3.990253e-03
## [55,]  9.680121e-03  1.364941e-02 -8.132875e-05 -2.704390e-03
## [56,]  0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00
## [57,]  1.592622e-03  7.719279e-04 -5.094599e-03 -4.467538e-03
## [58,]  1.371085e-03 -9.887032e-03 -6.762876e-03 -4.307217e-03
## [59,]  2.694853e-03 -9.440603e-03 -4.361266e-03 -4.740744e-03
## [60,]  1.598493e-03 -1.699246e-02 -6.183469e-03 -2.534361e-03
## [61,] -1.280819e-03 -1.682619e-02 -1.093603e-02 -2.530481e-03
## [62,] -2.694093e-03 -6.043132e-03 -2.388333e-03  3.179654e-03
##               [,13]         [,14]         [,15]         [,16]
##  [1,] -0.0879813032  8.736788e-01  1.734968e-01  1.381809e-01
##  [2,] -0.0098006953  1.711953e-01  1.222594e-02  6.070405e-02
##  [3,]  0.0044654181 -9.589139e-02  1.730123e-02 -3.219811e-01
##  [4,] -0.1103799658  1.960369e-01  5.020215e-02  3.486726e-02
##  [5,]  0.0179538291 -1.859368e-01 -1.428370e-02 -8.974874e-02
##  [6,]  0.0060609840 -1.187287e-01 -1.929845e-02 -3.958888e-02
##  [7,] -0.0037317033  1.868672e-03  6.523029e-05  4.566558e-03
##  [8,] -0.0096467572 -2.422898e-03  2.267618e-03  1.292108e-02
##  [9,]  0.0109202274  4.963767e-02 -9.359229e-03  8.750253e-03
## [10,]  0.0258266945 -1.666984e-05 -1.211388e-02 -2.750441e-03
## [11,] -0.0034672416  7.518152e-03  9.772998e-03  5.897010e-03
## [12,] -0.9262390930 -1.193920e-01 -9.676954e-02 -1.612662e-02
## [13,]  0.0063554516  4.327460e-03  1.669475e-03  1.069383e-03
## [14,]  0.0150190833 -1.758448e-03  1.883216e-03 -8.405724e-03
## [15,]  0.0011631031  6.944028e-03 -2.495077e-03 -2.044892e-03
## [16,]  0.0088273899 -2.416925e-03  7.502217e-03 -2.095647e-04
## [17,] -0.0124872163 -1.388542e-02 -6.148071e-03 -1.603198e-04
## [18,] -0.3350085683  2.139243e-02  4.774029e-02  9.995924e-02
## [19,] -0.0376788856  2.325265e-01 -5.557229e-02 -9.170844e-01
## [20,]  0.0374061723 -6.071940e-03  3.162459e-02 -1.395281e-02
## [21,]  0.0361965638  1.088004e-02  1.486998e-02 -1.604698e-04
## [22,]  0.0006200887 -1.108712e-03 -1.465682e-03 -3.325231e-03
## [23,]  0.0032422556 -6.112611e-04  9.423585e-04 -3.244960e-03
## [24,]  0.0017972085 -3.227914e-03 -2.209577e-03 -6.765533e-03
## [25,]  0.0083874698 -3.622573e-03  9.803201e-03  1.029778e-02
## [26,]  0.0004664047 -5.454619e-03 -3.001856e-03 -1.083535e-02
## [27,]  0.0038592391 -4.125684e-03 -3.668156e-03 -8.111887e-03
## [28,]  0.0011291058 -1.553778e-02  4.434624e-03 -1.995932e-02
## [29,] -0.0075162642 -1.694583e-02 -7.937800e-03 -2.495209e-02
## [30,] -0.0042331833 -3.844601e-03  7.330426e-03 -9.586577e-03
## [31,] -0.0005128038 -5.884526e-03  2.440490e-04 -8.594171e-03
## [32,]  0.0050345227 -7.004732e-03  4.287957e-03 -4.042432e-03
## [33,]  0.0002936124 -1.000085e-03  7.763152e-03 -6.922310e-03
## [34,]  0.0053172747  4.612373e-03  7.581332e-03 -8.790300e-03
## [35,] -0.0019413019  1.542204e-02 -2.337134e-03  1.678831e-03
## [36,]  0.0003722882 -6.802825e-03  2.036233e-03 -6.300815e-03
## [37,]  0.0025657422 -1.118601e-03 -2.573619e-04 -5.813936e-04
## [38,]  0.0026079804 -1.181589e-03 -1.430394e-02 -8.017933e-04
## [39,] -0.0012196401 -1.383244e-03  2.534933e-03 -1.382355e-02
## [40,] -0.0013945696 -7.152940e-03  6.405744e-03  1.607348e-02
## [41,]  0.0097746288  1.018397e-02  3.448641e-03  1.011784e-02
## [42,]  0.0059401167  1.028000e-02 -2.336041e-03 -1.682769e-03
## [43,] -0.0051405568  1.626305e-03  4.965047e-03 -8.299962e-03
## [44,]  0.0020490360 -1.021093e-02  4.570817e-03 -1.061237e-02
## [45,]  0.0016673114 -5.870603e-03 -2.217051e-03 -1.271916e-03
## [46,]  0.0002704217 -5.969102e-04  3.300915e-03 -3.554712e-03
## [47,] -0.0002386077 -7.916731e-04 -9.371149e-04  9.451378e-04
## [48,] -0.0009525339 -3.185838e-03  2.139784e-03 -3.477689e-04
## [49,] -0.0009525339 -3.185838e-03  2.139784e-03 -3.477689e-04
## [50,]  0.0574189906  1.710064e-01 -9.736684e-01  8.240489e-02
## [51,]  0.0003763218 -3.201767e-05  6.342821e-05 -3.824231e-05
## [52,] -0.0060571515 -1.687084e-03  2.481090e-02  1.028380e-03
## [53,]  0.0056515998 -3.051140e-04  5.427169e-03 -3.734507e-03
## [54,]  0.0003109821 -1.806579e-02  5.360930e-03 -1.093057e-02
## [55,]  0.0020879393 -1.897929e-02  1.245318e-02  3.137055e-03
## [56,]  0.0000000000  0.000000e+00  0.000000e+00  0.000000e+00
## [57,]  0.0033595588 -5.716869e-02 -1.480524e-02 -1.978390e-02
## [58,]  0.0039298543 -4.586762e-02  1.974754e-03 -1.541538e-02
## [59,]  0.0082163493 -3.924569e-02  4.167583e-03 -1.405275e-02
## [60,]  0.0053480812 -1.941125e-02 -6.537103e-03 -1.472516e-02
## [61,] -0.0004583390 -2.625990e-02 -5.306918e-03 -1.778501e-02
## [62,] -0.0024416754  2.016370e-03  6.223222e-03 -7.986554e-03
##               [,17]         [,18]         [,19]         [,20]
##  [1,] -1.841785e-01  2.686130e-01 -3.358478e-02  2.593938e-02
##  [2,] -4.683952e-04 -1.486509e-01 -2.596760e-02  3.392442e-03
##  [3,] -9.254985e-01 -1.269398e-01  1.091870e-02  8.805439e-03
##  [4,] -6.940707e-03 -3.235693e-02 -5.324231e-04 -1.926578e-02
##  [5,] -5.269811e-02  8.435087e-01  1.338509e-01 -3.092918e-02
##  [6,] -1.740851e-02  1.837838e-01 -1.746863e-01  1.708608e-01
##  [7,]  1.993421e-03 -7.630230e-04 -3.424591e-02  8.187501e-02
##  [8,]  6.160427e-03 -1.297781e-02 -2.195440e-01  5.777069e-01
##  [9,]  2.037139e-02 -1.033568e-01  9.245402e-01  2.392662e-01
## [10,] -4.199799e-03  8.209760e-03  1.052947e-01 -2.996220e-02
## [11,]  4.747424e-03 -5.366574e-03  3.960124e-03 -2.690227e-02
## [12,]  6.121341e-03 -9.583722e-05  1.890197e-02  9.252368e-04
## [13,] -9.619258e-03  6.401365e-03 -3.111088e-03  1.080417e-02
## [14,]  4.836143e-03  1.566593e-03  2.545166e-03  2.109400e-03
## [15,]  3.010193e-03 -3.214601e-03  2.105865e-03 -1.267203e-03
## [16,] -8.483747e-03  7.356284e-03 -2.738686e-03  2.848872e-03
## [17,]  2.774213e-04  2.230427e-03 -1.908760e-03  4.869135e-03
## [18,] -1.924138e-02  7.357621e-03  6.442450e-03 -1.052973e-02
## [19,]  2.980608e-01 -2.954191e-02 -1.307721e-02  9.449213e-03
## [20,]  3.672305e-02  1.664675e-02  6.018873e-03 -1.073487e-01
## [21,]  3.714850e-02  9.956819e-03 -1.868434e-02  1.027530e-01
## [22,] -1.001759e-02 -8.598430e-03  3.109122e-02 -2.973570e-02
## [23,] -5.486258e-03 -2.334759e-03  1.704435e-02 -2.975961e-02
## [24,] -2.411213e-03 -2.974762e-02  1.202869e-03  1.975013e-03
## [25,] -1.925312e-02  2.313797e-03  2.748711e-02 -6.737565e-02
## [26,] -1.091285e-02 -1.154631e-02 -1.228860e-02 -6.644594e-02
## [27,] -1.022145e-02  8.028041e-03  2.740161e-02  8.575676e-03
## [28,] -2.541645e-02  1.917780e-02 -2.211752e-02 -4.170687e-02
## [29,] -4.807530e-02  2.196394e-02  3.065381e-02 -3.179927e-02
## [30,] -2.875763e-02 -1.044704e-03  1.297063e-02 -9.483626e-02
## [31,] -8.783381e-03 -3.157200e-03 -1.604678e-02 -4.299377e-02
## [32,] -3.508402e-03  1.864026e-02  3.361468e-02  2.042622e-02
## [33,] -1.975676e-02 -2.255430e-02  3.217173e-02 -5.591061e-02
## [34,] -2.194985e-02 -3.751548e-03 -7.438886e-04 -2.483536e-02
## [35,] -1.496238e-02 -1.062817e-02  2.864678e-02 -4.537624e-02
## [36,] -1.682087e-02 -1.706306e-03  6.395341e-03 -2.217424e-02
## [37,] -5.838664e-04 -2.850331e-03  1.791252e-02 -2.151673e-02
## [38,]  4.018048e-03  3.093293e-03  5.999450e-03 -1.309542e-02
## [39,]  1.162974e-05  6.882058e-03  1.105265e-02 -5.483613e-02
## [40,] -1.813334e-02  7.433338e-03  5.011165e-02 -5.449709e-02
## [41,] -2.675642e-03 -1.313485e-02  4.884253e-02 -1.978388e-02
## [42,] -3.488850e-03  1.010036e-04  1.245258e-02 -3.451642e-02
## [43,]  2.470422e-03  1.764969e-02  3.419974e-02 -3.913125e-02
## [44,] -3.619183e-02 -2.557977e-02  2.517554e-02  3.017667e-02
## [45,] -2.720023e-03 -3.970817e-03 -3.882463e-03 -2.519127e-03
## [46,]  2.185239e-04  1.597279e-03 -5.757573e-03 -9.345322e-03
## [47,]  6.885599e-04 -1.428488e-03 -7.447713e-03 -1.283398e-03
## [48,] -6.415190e-03  6.981268e-03 -4.358569e-03  4.790424e-02
## [49,] -6.415190e-03  6.981268e-03 -4.358569e-03  4.790424e-02
## [50,] -6.599240e-02  2.711622e-02 -1.537391e-02  4.224872e-03
## [51,] -1.482434e-05 -9.207152e-05  2.827644e-05 -8.773577e-06
## [52,]  5.889680e-03  1.353124e-03  2.173097e-03  2.101313e-03
## [53,] -8.452369e-04 -9.073829e-04 -2.359060e-03 -1.944188e-03
## [54,]  1.860685e-03  2.758078e-03 -6.720809e-02  3.284412e-01
## [55,] -1.260975e-02  3.739787e-02 -1.611253e-02  6.225010e-01
## [56,]  0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00
## [57,] -1.500097e-02  1.538439e-01 -5.811735e-02  5.165164e-02
## [58,]  1.620137e-02  1.271498e-01  2.252275e-02  5.221839e-03
## [59,] -2.348695e-02  1.357560e-01  8.587576e-03 -6.920052e-03
## [60,] -5.406003e-03  1.480558e-01  7.071766e-02 -2.289765e-02
## [61,] -1.717863e-02  1.912339e-01  5.182892e-02 -1.954419e-02
## [62,] -7.826934e-03  8.746936e-02  3.831134e-02 -3.844077e-02
##               [,21]         [,22]         [,23]         [,24]
##  [1,]  5.752610e-03 -1.762204e-02 -0.0208824049 -4.652456e-03
##  [2,]  1.023005e-02 -1.734626e-03 -0.0040960147 -3.227616e-03
##  [3,]  3.013770e-02  6.925024e-02  0.0232031548  3.531937e-02
##  [4,] -5.493715e-03  2.604053e-03 -0.0020570817  5.617345e-03
##  [5,] -2.347681e-02  3.917588e-02  0.0381534767  1.573966e-02
##  [6,] -1.932078e-02 -4.660325e-02 -0.0652735987 -4.760789e-02
##  [7,] -9.934168e-02  3.166377e-02 -0.0107445334 -2.159813e-02
##  [8,] -6.636329e-01  2.501236e-01 -0.0251701138 -4.247415e-02
##  [9,] -6.354816e-02  8.283330e-02 -0.0030029732 -8.098337e-02
## [10,] -1.619464e-01 -1.239000e-02 -0.2677130159  5.350883e-01
## [11,]  8.973784e-03  4.433417e-02 -0.0551413759 -6.456156e-02
## [12,]  1.945739e-03 -7.162676e-04 -0.0076718722  2.068332e-02
## [13,]  5.522626e-03 -3.949414e-03 -0.0099061297  7.136581e-03
## [14,] -1.238190e-03  1.806722e-03 -0.0048348769  9.838336e-03
## [15,]  3.889844e-04  8.312053e-04  0.0032746692 -3.965168e-04
## [16,] -2.777396e-03 -2.857928e-04 -0.0036414608 -2.705948e-03
## [17,]  5.247397e-03  5.606177e-04  0.0023222173 -4.003495e-03
## [18,]  4.540344e-03 -4.880082e-03  0.0015872738  3.995895e-03
## [19,] -5.343708e-03 -1.112970e-03  0.0032515045  8.966444e-03
## [20,]  4.477019e-02 -5.090860e-02 -0.5393317764 -4.175339e-03
## [21,]  2.683579e-02  1.336327e-01  0.4308139557 -3.677727e-03
## [22,] -4.662934e-02 -4.832607e-02 -0.0411207221 -3.421026e-02
## [23,] -2.720348e-02  1.141423e-03 -0.0397623251 -1.917255e-02
## [24,] -5.845566e-02 -1.436475e-01 -0.0291960196 -9.162681e-02
## [25,] -8.248917e-02 -1.240284e-01 -0.0715444853 -7.075546e-02
## [26,] -6.469147e-02 -1.216933e-01 -0.0696413647 -6.974023e-02
## [27,] -8.736769e-02 -7.715562e-02 -0.0188136194 -4.275898e-04
## [28,] -9.333220e-02 -1.314975e-01 -0.1545719450 -1.643159e-01
## [29,] -2.415951e-01 -3.643489e-01 -0.1403113486 -2.494647e-01
## [30,] -1.279535e-01 -2.431035e-01  0.0056208164 -2.915594e-01
## [31,] -3.005219e-02 -5.710773e-02  0.0333888188 -4.855553e-02
## [32,] -1.192534e-01 -4.094781e-02 -0.1049145238 -5.934212e-03
## [33,] -9.047768e-02 -1.418006e-01  0.0077803716 -8.726325e-02
## [34,] -1.178738e-01 -1.440259e-01 -0.0451060502 -1.059161e-02
## [35,] -1.383303e-01 -1.128931e-01 -0.0694689315 -6.490510e-02
## [36,] -3.094394e-02 -5.737425e-02 -0.0014021554 -4.401561e-03
## [37,] -3.566431e-02 -3.063846e-02 -0.0108357453 -1.077695e-02
## [38,] -7.683423e-03  1.889372e-03 -0.0029611212 -1.729530e-02
## [39,] -5.117061e-02 -3.012364e-01  0.4153203393 -2.924864e-01
## [40,] -8.962804e-02 -1.158949e-01 -0.0688059300  8.180049e-02
## [41,] -2.355691e-01 -4.682482e-01  0.3599385870  5.708683e-01
## [42,] -4.048126e-02 -8.115753e-02  0.0265051231 -3.322840e-02
## [43,] -2.785461e-02 -4.427041e-02 -0.0940255979 -4.078748e-02
## [44,] -9.063705e-02 -1.795428e-01 -0.0936307253 -7.125036e-02
## [45,] -2.465241e-02 -6.586979e-02 -0.0432944875  4.807385e-03
## [46,] -1.720105e-02 -3.597675e-02 -0.0003828379 -2.166544e-02
## [47,] -1.460170e-04 -5.757171e-03  0.0006229654 -1.094610e-02
## [48,] -8.493933e-02 -1.437508e-02 -0.0594911020  1.763137e-02
## [49,] -8.493933e-02 -1.437508e-02 -0.0594911020  1.763137e-02
## [50,]  8.502222e-03 -1.203537e-02 -0.0105762883 -8.612122e-03
## [51,] -7.353353e-05 -8.583005e-05  0.0000435307  5.117684e-05
## [52,]  4.537258e-04  1.156949e-03 -0.0013976861  3.566370e-04
## [53,] -8.244361e-04 -7.428599e-05  0.0009452890 -1.259363e-04
## [54,]  3.012229e-01 -3.511505e-01 -0.1629691216  2.079415e-01
## [55,]  4.043433e-01 -2.650053e-01 -0.0278601143 -1.093289e-01
## [56,]  0.000000e+00  0.000000e+00  0.0000000000 -1.972152e-31
## [57,]  1.418319e-02 -1.947907e-02 -0.0318133215 -1.347922e-03
## [58,]  3.148343e-03 -1.857695e-02  0.0219260128  6.242133e-02
## [59,]  2.700327e-03 -6.638471e-03  0.0200645676  3.572438e-03
## [60,] -7.854158e-03  2.760995e-02  0.0087579123 -8.823163e-03
## [61,] -2.712497e-02  2.458448e-02 -0.0012728711 -2.524398e-02
## [62,] -8.529532e-03  3.167593e-02  0.0204911766 -1.483904e-02
##               [,25]         [,26]         [,27]         [,28]
##  [1,] -2.234757e-02  1.851419e-03  8.964926e-03  6.592447e-02
##  [2,] -6.057565e-04  2.145152e-03 -6.783652e-03  3.902058e-03
##  [3,] -3.118905e-02  1.447153e-02 -5.536938e-03 -2.039500e-02
##  [4,]  4.774074e-03  4.284026e-03 -5.991638e-03 -4.775104e-03
##  [5,]  2.903316e-02  2.863223e-02  8.308363e-03 -1.382462e-01
##  [6,] -2.687035e-01 -9.728303e-02  4.205794e-02  7.087333e-01
##  [7,] -1.487131e-02  2.113637e-02  3.736175e-03 -1.175549e-02
##  [8,] -8.510307e-02  1.217603e-01 -1.834850e-03 -1.619959e-01
##  [9,] -1.372586e-01  3.659019e-02  8.588377e-02  1.183778e-01
## [10,]  4.738586e-01  1.394011e-01 -3.828968e-01  1.886680e-01
## [11,] -1.518560e-02  7.867901e-02  6.139237e-02  9.897259e-02
## [12,]  4.336931e-03  2.112515e-03 -1.201962e-02  3.173045e-03
## [13,]  5.478366e-03 -3.907809e-04  4.890652e-04  5.707065e-03
## [14,]  7.563456e-03 -5.104984e-04 -6.185859e-03  5.659309e-03
## [15,] -2.236672e-04 -5.267196e-04  5.025500e-04  3.834196e-04
## [16,]  1.407483e-03 -2.091439e-03 -5.448809e-04  1.171646e-04
## [17,] -6.356957e-03  4.456029e-04  3.343011e-03  1.467384e-03
## [18,] -4.689916e-03  2.746889e-03 -5.715333e-03 -2.938163e-03
## [19,]  2.154892e-03 -1.491276e-02 -6.158853e-03  2.510345e-04
## [20,] -4.226648e-01 -1.946510e-02 -1.318369e-01 -1.586429e-01
## [21,]  3.572609e-01  1.601732e-02  1.278447e-01  1.290425e-01
## [22,]  3.414855e-02  2.591580e-02 -3.009166e-02 -5.240366e-02
## [23,]  1.093993e-02  1.059684e-02 -1.152880e-02 -3.881578e-02
## [24,] -2.966896e-02  5.033310e-02 -6.682021e-02 -3.052411e-02
## [25,] -7.662069e-02  4.218646e-03 -1.771468e-01  4.393484e-02
## [26,] -3.041555e-03  7.184278e-02 -4.686698e-04 -7.923784e-02
## [27,]  6.253688e-02  3.515274e-02  5.681317e-03 -1.791013e-02
## [28,]  6.788494e-02  2.172528e-01 -5.603197e-02 -1.518540e-01
## [29,]  2.589651e-01 -2.684142e-01  3.064640e-01 -5.527853e-02
## [30,]  1.255272e-01 -1.958614e-02  2.148962e-01  5.737666e-03
## [31,] -4.798620e-02  2.366793e-02  6.975356e-02  1.565037e-02
## [32,] -1.060297e-02  1.254325e-01 -2.009920e-03  1.104160e-01
## [33,]  1.215251e-01  6.684799e-02 -7.719310e-02  9.828152e-04
## [34,]  1.033790e-01 -2.430303e-02 -1.474380e-02 -3.274963e-02
## [35,]  5.685595e-02 -1.362960e-01 -3.922493e-02  7.710648e-02
## [36,]  1.028723e-02  5.525939e-02 -3.780090e-02 -2.427441e-02
## [37,]  2.857685e-02  1.157680e-02 -1.511904e-02 -3.043525e-03
## [38,]  1.133247e-02  7.211001e-03 -1.113146e-02 -2.127954e-02
## [39,] -1.645306e-01  4.354859e-01 -4.944383e-01  9.611239e-02
## [40,]  7.977998e-02  4.595911e-02 -8.677213e-02  6.935153e-02
## [41,] -3.383663e-01 -2.542034e-01  9.032158e-02 -1.370955e-01
## [42,] -3.533943e-02  3.708682e-02 -2.959590e-02 -5.314188e-03
## [43,]  1.115265e-01 -9.818405e-02 -1.172965e-01  9.757000e-02
## [44,]  1.700479e-01 -1.350485e-01 -1.305598e-03  2.725326e-01
## [45,]  5.848197e-02 -3.816167e-03 -3.505139e-03  7.660657e-02
## [46,]  5.643805e-03 -5.875142e-03  2.746686e-02 -2.637468e-02
## [47,]  4.048761e-03 -1.920708e-02 -1.882095e-03  1.386417e-02
## [48,] -4.635409e-02  1.362427e-02 -6.357533e-02 -3.897302e-03
## [49,] -4.635409e-02  1.362427e-02 -6.357533e-02 -3.897302e-03
## [50,] -1.017384e-02  4.432921e-03 -5.814425e-03 -1.042503e-02
## [51,] -4.364994e-05 -1.923364e-05  4.423911e-05  1.619087e-05
## [52,]  1.724187e-03  7.292531e-04 -1.113852e-03  3.211017e-04
## [53,] -1.910573e-04 -1.196755e-04  9.571174e-04 -6.345274e-04
## [54,]  4.065678e-02  5.851440e-01  4.279143e-01  8.365059e-03
## [55,]  1.272402e-01 -3.589541e-01 -3.642218e-01 -1.922388e-01
## [56,]  0.000000e+00  1.292470e-26  0.000000e+00  1.292470e-26
## [57,] -9.781767e-02 -9.700808e-02  3.887033e-02  2.370054e-01
## [58,] -2.196705e-04  4.069292e-02  2.254181e-02 -1.625404e-02
## [59,] -1.068840e-02 -3.971025e-03 -7.999696e-02  6.067480e-02
## [60,] -6.245072e-03  6.235157e-02  4.113790e-02 -9.598129e-02
## [61,]  6.685728e-02  3.370654e-02  2.466222e-02 -1.204852e-01
## [62,]  7.714670e-02 -7.139699e-03 -3.890693e-02 -2.032059e-01
##               [,29]         [,30]         [,31]         [,32]
##  [1,]  1.872007e-02  1.226507e-02 -5.371403e-03  6.806226e-03
##  [2,]  3.114183e-03 -1.857668e-03  2.618398e-03 -8.205194e-04
##  [3,] -1.537281e-02  5.421128e-03  4.971918e-03 -1.443894e-02
##  [4,]  2.333168e-03 -3.943494e-03 -1.162428e-03 -4.646197e-03
##  [5,] -5.198158e-02 -1.399080e-02 -1.328256e-02 -8.319240e-04
##  [6,]  1.230665e-01  1.301482e-01  4.215764e-02  9.182903e-02
##  [7,] -2.041716e-03  3.867248e-02  1.944983e-02 -9.195802e-03
##  [8,] -8.559909e-02  2.039279e-02 -1.758731e-04 -1.141321e-01
##  [9,]  2.430534e-02  3.165055e-02  1.459416e-02  2.480811e-02
## [10,]  1.350675e-01  1.951125e-01 -4.913415e-02 -1.720335e-01
## [11,]  9.346096e-02 -2.202879e-02 -1.169202e-01  4.949474e-03
## [12,]  5.728542e-03  2.501626e-03 -8.585686e-04  2.440691e-04
## [13,]  9.436791e-04  1.153165e-03 -1.650132e-03 -5.779170e-04
## [14,]  4.174100e-03  2.429870e-03 -3.473888e-04 -4.747615e-03
## [15,]  3.914850e-04 -6.007565e-04  4.629420e-04  8.274229e-04
## [16,] -9.431385e-04  1.601107e-03 -9.104095e-05  1.094198e-03
## [17,]  8.517060e-04 -3.103708e-03 -1.187739e-03  1.504271e-03
## [18,]  5.287476e-03 -1.230189e-04  2.216313e-03  2.914294e-04
## [19,]  3.272013e-03 -3.704575e-03 -5.109072e-04  2.140490e-04
## [20,] -3.535776e-02  1.099853e-01 -6.291900e-02 -1.347632e-01
## [21,]  3.489009e-02 -7.425161e-02  4.704250e-02  1.104044e-01
## [22,]  5.628146e-02 -5.315772e-02 -1.251125e-02  1.121345e-01
## [23,] -1.971138e-02  5.987894e-03 -1.600716e-02  4.964494e-02
## [24,] -2.989662e-01  1.027560e-01 -2.229774e-01  3.247287e-01
## [25,]  4.167790e-02 -3.499026e-01  2.431882e-01 -2.762189e-01
## [26,]  4.729923e-03  5.248244e-02 -1.012070e-01  1.133990e-01
## [27,]  5.721224e-02  2.531790e-02  2.243708e-02  4.615493e-02
## [28,]  5.101039e-01 -2.678560e-01  3.422936e-01  3.834708e-01
## [29,]  1.023576e-02  4.326369e-02 -2.076542e-02 -3.003189e-01
## [30,]  1.884557e-01  2.807051e-01 -1.760558e-01 -1.450411e-01
## [31,]  1.049529e-01 -4.341230e-02 -5.522880e-02 -2.240109e-02
## [32,]  2.543588e-01 -1.506597e-01  1.384464e-01 -3.769728e-02
## [33,]  1.243110e-02  2.973303e-01  8.409563e-02  2.317447e-01
## [34,] -8.478804e-02  1.654340e-01 -4.647341e-02  1.958669e-01
## [35,] -3.717646e-01  1.680153e-01  6.004739e-01  2.457969e-01
## [36,]  2.795860e-02  6.389679e-04 -3.002885e-02  4.666802e-02
## [37,] -5.615744e-03 -4.354827e-02 -3.636547e-02  3.749955e-02
## [38,]  8.883273e-03  1.024032e-02  1.974779e-02 -2.121747e-02
## [39,] -8.566011e-02  6.112535e-02 -4.192447e-02 -2.484706e-01
## [40,] -1.416736e-01  9.475448e-02 -1.408752e-01  1.083461e-01
## [41,]  9.361066e-02 -7.831173e-02  4.318991e-02  3.550406e-02
## [42,] -6.536742e-02 -2.483969e-02 -1.467765e-01  1.424908e-01
## [43,] -4.584748e-01 -3.717169e-01  1.492251e-01 -4.940208e-02
## [44,] -7.686329e-02 -4.526520e-01 -2.683826e-01 -4.097431e-02
## [45,] -4.283903e-03 -1.163116e-01 -1.332699e-01  6.608381e-02
## [46,] -2.050337e-03 -6.272190e-03 -1.380323e-03  2.123385e-02
## [47,]  4.622507e-03  6.960809e-03 -5.457730e-03 -7.052131e-03
## [48,]  9.048249e-04 -1.748853e-01 -2.603476e-01  2.953241e-01
## [49,]  9.048249e-04 -1.748853e-01 -2.603476e-01  2.953241e-01
## [50,]  1.985819e-03 -6.019254e-03 -2.278714e-03  1.118449e-04
## [51,] -1.227433e-05  2.058913e-05  1.273270e-05  1.785075e-05
## [52,]  6.444586e-04  9.031068e-04  5.975859e-04  2.231573e-04
## [53,] -5.380687e-04 -8.703670e-04 -4.410236e-04  9.686955e-05
## [54,] -2.084022e-01 -5.340837e-02  7.557829e-02 -4.532903e-02
## [55,]  1.277900e-01  5.350859e-02 -5.863380e-03  1.725632e-02
## [56,]  0.000000e+00  1.694066e-21  1.734723e-18  3.469447e-18
## [57,]  2.889238e-02  7.907325e-02  5.579701e-02  3.658310e-02
## [58,]  3.421433e-02  4.971482e-02  5.140974e-02 -3.430699e-02
## [59,]  3.421977e-02  2.076527e-02 -3.201039e-02  6.419670e-02
## [60,] -2.427385e-02 -6.233397e-02 -3.620298e-02 -2.300392e-02
## [61,] -5.274921e-02 -4.482068e-02 -7.091394e-02 -1.469466e-02
## [62,] -7.228502e-02 -5.638949e-02  1.863800e-02 -2.960616e-02
##               [,33]         [,34]         [,35]         [,36]
##  [1,] -8.808236e-03  2.159396e-02  1.602235e-02 -5.704420e-03
##  [2,] -6.766126e-04  4.557567e-03 -8.810180e-03  2.434050e-03
##  [3,]  3.259497e-03  4.332955e-03 -9.560312e-03  7.047022e-03
##  [4,]  9.294980e-04 -2.919341e-04  1.629406e-03 -4.643297e-03
##  [5,] -1.016993e-02 -2.466438e-02  6.415839e-03  3.834185e-03
##  [6,] -1.429471e-03  9.027435e-02  1.073908e-01  2.354550e-02
##  [7,]  9.809028e-03  4.798959e-03  1.152357e-02  2.793114e-03
##  [8,]  2.029202e-02  4.146618e-02  3.603971e-02 -5.507368e-02
##  [9,] -1.019791e-02  4.363846e-02  4.769264e-02 -1.391665e-02
## [10,] -5.380246e-02  3.956928e-02  1.139032e-01  8.858408e-02
## [11,] -1.388222e-01  2.596774e-02 -3.068759e-01  4.697176e-01
## [12,]  4.607480e-03 -3.824984e-03  5.667823e-03  1.069468e-03
## [13,]  5.101615e-04  9.340293e-04 -1.564540e-04  3.596748e-03
## [14,] -2.855812e-03  3.811461e-04  2.516668e-03  1.617448e-03
## [15,] -5.903469e-04 -4.411671e-04 -1.268119e-03 -2.278280e-04
## [16,]  9.076573e-04  9.396321e-04  1.006868e-03 -7.058571e-04
## [17,]  6.156896e-04  2.526217e-04 -6.122908e-04  2.728464e-04
## [18,] -1.335060e-03  9.701172e-04  4.154582e-03  5.194140e-03
## [19,]  1.114437e-02 -9.786127e-03  1.026401e-04  8.694763e-03
## [20,] -6.401451e-02 -2.214245e-02 -2.901700e-02 -1.223294e-01
## [21,]  4.985015e-02  1.137516e-02  3.465288e-02  9.839693e-02
## [22,]  1.365301e-02  6.770007e-02  2.793424e-02  3.807074e-02
## [23,] -3.684339e-02 -3.500748e-03  4.224688e-02  3.064192e-02
## [24,] -4.394441e-02  3.757923e-01  3.239372e-01  2.755730e-01
## [25,]  2.512298e-01 -1.075366e-01  3.656585e-01  5.036689e-01
## [26,]  3.026251e-01  4.302533e-02  1.240698e-01  1.004220e-01
## [27,]  4.313369e-02 -3.960850e-02 -6.742980e-02 -4.420950e-02
## [28,] -1.573708e-01  2.483126e-01  1.447008e-01 -1.827191e-01
## [29,] -4.258518e-01  6.901339e-02 -1.200425e-01  1.557347e-01
## [30,]  4.559712e-01  2.039530e-03  4.429732e-02 -6.299615e-03
## [31,]  1.806151e-01 -5.216738e-02  1.005152e-01 -9.565872e-02
## [32,]  3.034213e-01 -1.308961e-01 -5.279840e-01  3.094993e-02
## [33,] -1.453694e-01  8.373751e-02 -1.534168e-01 -6.597784e-03
## [34,]  1.768394e-01 -6.601260e-02 -3.405531e-02 -1.454798e-01
## [35,] -1.750393e-02 -4.451622e-01  2.415291e-02  3.156473e-02
## [36,]  6.780997e-02  3.160113e-02 -1.080037e-02 -1.995523e-02
## [37,]  5.510926e-02  4.172447e-02  3.838289e-02 -2.772767e-02
## [38,]  1.267968e-02 -2.991870e-02  2.834875e-02 -4.795252e-03
## [39,] -1.967703e-01 -5.647172e-02 -9.616609e-02 -9.259047e-02
## [40,]  2.089084e-01 -3.291338e-02 -1.420191e-01 -1.431669e-01
## [41,]  4.540645e-03  9.020329e-02 -4.027444e-02 -1.479708e-03
## [42,]  1.153679e-01 -1.892826e-01  7.830389e-02  4.374102e-02
## [43,]  2.244324e-01  5.274766e-01 -3.213990e-01 -7.623211e-02
## [44,] -1.576069e-01 -2.391225e-01  1.982489e-01 -3.920267e-01
## [45,]  3.171328e-02 -7.730670e-02  1.854918e-02 -8.781784e-02
## [46,] -1.435237e-02  1.521354e-02  4.762103e-03  1.980826e-02
## [47,]  1.516168e-03 -6.478792e-03 -1.749964e-03 -7.395989e-03
## [48,] -7.790727e-02 -2.153558e-01 -1.603481e-01  2.088557e-01
## [49,] -7.790727e-02 -2.153558e-01 -1.603481e-01  2.088557e-01
## [50,]  5.889820e-03  1.706351e-03 -9.093301e-03 -7.372684e-04
## [51,]  3.132090e-06  1.733912e-05 -5.159380e-05 -2.177018e-05
## [52,]  9.461185e-04 -2.226209e-04  1.206483e-03  1.388241e-03
## [53,] -1.020951e-03  3.211515e-05 -1.209250e-03 -9.408633e-04
## [54,] -1.329605e-02 -5.190495e-02  1.330311e-02  2.846242e-02
## [55,]  1.018975e-01 -2.245724e-02 -4.996371e-02  3.534202e-02
## [56,]  0.000000e+00  0.000000e+00  2.775558e-17  0.000000e+00
## [57,] -2.541407e-02  8.808116e-02 -1.461001e-02  3.412252e-02
## [58,] -3.543222e-02  2.128590e-02  5.047489e-02 -2.145059e-02
## [59,] -1.901284e-02  9.305177e-02 -1.274642e-01 -6.788814e-03
## [60,]  1.890533e-02 -4.335875e-02  3.146996e-02 -4.628223e-02
## [61,]  1.037302e-01 -5.737387e-02  7.514398e-02 -6.411274e-02
## [62,] -5.294637e-02 -1.263506e-01 -8.598739e-03  1.083460e-01
##               [,37]         [,38]         [,39]         [,40]
##  [1,]  1.371242e-02 -5.657822e-03  4.544168e-03  7.356917e-03
##  [2,]  1.078763e-02 -2.559659e-03  3.282891e-03  5.844715e-04
##  [3,] -4.537897e-03 -5.425564e-03 -4.357979e-03  1.432960e-02
##  [4,]  1.613084e-03  1.287580e-03 -3.321860e-03  1.011802e-03
##  [5,] -6.915080e-02  2.854091e-02  3.000018e-02  2.309967e-03
##  [6,]  1.578437e-01 -2.396889e-02 -6.899103e-02 -6.575360e-02
##  [7,] -1.644043e-02  3.887599e-02  2.515326e-02 -2.798968e-02
##  [8,] -7.775148e-02  3.544601e-02  5.488871e-02 -8.917067e-03
##  [9,]  3.581154e-02  3.798808e-02  1.479934e-02  2.322732e-02
## [10,]  9.407875e-03  3.972002e-02 -1.715142e-01  1.086286e-01
## [11,] -6.035163e-01  2.091203e-01  1.519174e-01  1.756089e-01
## [12,] -5.360053e-03 -6.294379e-03 -3.950610e-04 -1.439188e-03
## [13,] -2.884677e-03 -5.057130e-03 -1.405044e-03 -1.448276e-03
## [14,] -4.108107e-04 -2.242862e-04 -2.792300e-03  2.020012e-03
## [15,] -1.208951e-03 -5.345304e-04 -1.266524e-03  1.684671e-03
## [16,]  8.920790e-04 -1.680317e-03  1.250732e-03 -2.078397e-03
## [17,] -2.886556e-04  4.530826e-04 -1.612551e-04 -9.493999e-04
## [18,]  2.034321e-03  1.963695e-03  8.728249e-04 -1.544363e-03
## [19,] -3.509305e-03  2.400895e-03  1.521546e-02 -1.383602e-02
## [20,] -4.701515e-02  2.202449e-02 -2.533671e-02 -2.066525e-02
## [21,]  4.664984e-02 -2.144433e-02  2.863984e-02  1.234476e-02
## [22,]  2.131140e-02 -5.739480e-02 -6.886549e-02 -2.925713e-02
## [23,] -1.801292e-02 -3.876340e-02 -9.093139e-02 -5.215899e-02
## [24,] -2.253490e-01 -3.187171e-01 -2.575716e-01 -1.522584e-02
## [25,]  8.309930e-02  1.832438e-02  2.539183e-01 -2.908430e-01
## [26,]  1.944078e-01  1.164508e-01  2.618641e-01  3.494849e-01
## [27,]  4.745891e-02 -4.508264e-02 -1.590590e-01 -1.209203e-01
## [28,] -2.908069e-02  7.113693e-02 -1.264500e-02  1.104799e-01
## [29,]  2.838189e-01 -1.709567e-01  4.416946e-02  1.235557e-01
## [30,] -1.566367e-01  2.536184e-01 -2.818105e-01 -6.523152e-02
## [31,] -2.942415e-02  2.500804e-01 -1.571465e-01  1.505475e-01
## [32,] -8.508308e-02 -4.832582e-01 -1.473040e-01 -2.373315e-02
## [33,] -2.169277e-02  6.882307e-02  3.010153e-01 -5.808597e-01
## [34,]  1.531557e-02  9.249104e-02  2.160945e-01  6.910771e-02
## [35,] -1.482330e-01  7.088487e-02 -1.819482e-01  1.718431e-01
## [36,]  1.502052e-02 -8.523131e-02  1.072871e-01  5.435377e-02
## [37,] -1.352359e-02 -1.882477e-02  2.934121e-02  1.265079e-02
## [38,] -2.334351e-02 -3.990573e-02 -7.247742e-02 -2.874452e-02
## [39,]  6.239898e-02  4.049653e-02 -8.818349e-02  1.271105e-01
## [40,]  7.199720e-02 -2.164248e-02  3.974064e-01 -8.245263e-02
## [41,] -1.047176e-01  4.466900e-02 -4.387986e-02 -2.899454e-02
## [42,] -7.436229e-02 -4.806384e-01  1.461211e-01  1.637425e-01
## [43,]  7.260154e-02  1.634231e-01 -8.259077e-02  6.864748e-02
## [44,] -3.549499e-01  3.445600e-02  1.020548e-01 -7.135339e-02
## [45,] -4.047422e-02 -5.325776e-03 -6.366329e-02 -7.474038e-02
## [46,] -6.963165e-03 -2.406184e-02 -4.000611e-02 -4.027910e-02
## [47,] -1.431772e-02 -5.509442e-03 -1.144899e-02  1.884361e-02
## [48,]  2.839766e-01  1.805568e-01 -1.183349e-01  1.601622e-02
## [49,]  2.839766e-01  1.805568e-01 -1.183349e-01  1.601622e-02
## [50,] -1.141425e-02  9.057251e-03  1.151750e-02 -6.975274e-03
## [51,] -6.474215e-06  1.189665e-05  1.667807e-05 -4.821989e-07
## [52,]  4.810350e-04 -9.763268e-04 -1.501116e-03  8.948250e-04
## [53,] -4.029234e-04  4.162311e-04  9.442471e-04 -4.060640e-04
## [54,]  2.328733e-02  5.988111e-02 -3.867067e-03 -6.455678e-02
## [55,] -5.646420e-02 -1.291881e-02 -1.765253e-04  3.244155e-02
## [56,]  0.000000e+00 -2.775558e-17 -5.551115e-17  2.775558e-16
## [57,]  4.111030e-02  8.929512e-02  5.657061e-02  1.193477e-01
## [58,] -2.786064e-02 -7.705708e-02  2.807609e-01  3.775553e-01
## [59,] -1.270163e-01  3.780603e-02  5.067338e-02 -1.545105e-01
## [60,]  1.203618e-02 -3.123814e-02 -3.679632e-02 -7.828844e-02
## [61,]  1.008030e-01 -1.600977e-01 -2.098601e-01 -1.304565e-01
## [62,] -6.822336e-02  1.698327e-01 -1.113484e-01 -1.313376e-01
##               [,41]         [,42]         [,43]         [,44]
##  [1,]  1.984765e-03 -1.306404e-02  4.865200e-03  1.231480e-02
##  [2,]  3.347025e-03  4.788102e-03 -1.000333e-03  1.794265e-03
##  [3,] -5.933514e-03 -9.426794e-04  9.171325e-03  5.224730e-03
##  [4,] -1.573111e-03 -1.105002e-03  8.935914e-04 -9.228921e-05
##  [5,]  7.243072e-03 -4.376044e-02  3.093439e-02  2.935289e-02
##  [6,] -7.623378e-03  9.989474e-02 -1.561534e-01  3.925511e-03
##  [7,] -3.991401e-02 -2.167504e-02  1.702582e-02  3.649488e-03
##  [8,] -4.025175e-02 -7.553025e-03 -8.992535e-04 -3.418109e-02
##  [9,] -8.000081e-04  1.317389e-02  5.005859e-04 -3.379495e-03
## [10,] -9.554221e-02  2.266791e-02  8.085532e-03 -3.611217e-02
## [11,] -4.438883e-02  2.321277e-01 -1.951622e-01 -3.528862e-02
## [12,] -2.137579e-03  3.133193e-03  5.481539e-03  1.430244e-03
## [13,] -3.060853e-03 -2.675924e-03 -4.070352e-04  2.025547e-03
## [14,] -2.367504e-03 -2.593533e-03  2.359019e-04  8.805119e-04
## [15,] -5.053195e-04 -4.002247e-04  2.949729e-04 -2.901274e-04
## [16,]  5.676588e-04  1.408495e-04  1.060950e-04  5.481495e-04
## [17,]  9.178723e-04 -6.716331e-04 -1.111162e-03  6.170797e-04
## [18,]  3.762696e-03  7.551544e-04 -4.324509e-03  2.617591e-03
## [19,]  1.104812e-02 -3.004810e-03 -2.119414e-03 -1.520554e-02
## [20,] -3.035203e-02  8.956349e-03  2.414259e-02  1.598102e-02
## [21,]  3.126128e-02 -7.363835e-03 -1.835957e-02 -1.198472e-02
## [22,] -6.789745e-03 -1.422873e-02 -6.205680e-02 -5.423045e-02
## [23,] -1.110308e-02  2.983398e-03 -3.361810e-03 -6.701699e-02
## [24,]  2.651125e-01 -1.425975e-01  4.506193e-02  1.086168e-01
## [25,]  9.623929e-02  6.942362e-02  1.362464e-01  1.569910e-03
## [26,] -1.956071e-01 -3.606975e-01 -5.006782e-01  2.134129e-01
## [27,]  6.382500e-02  2.966046e-01 -2.155591e-01  4.961255e-01
## [28,]  2.530829e-02  9.681602e-02 -2.112995e-02 -1.665205e-01
## [29,]  6.047786e-02  3.337328e-02 -6.647652e-02 -8.957468e-02
## [30,] -1.002543e-01 -1.010389e-01  2.452804e-01 -1.365470e-01
## [31,] -4.181086e-02  1.437831e-01  3.906583e-03  2.397932e-03
## [32,]  1.643727e-01 -2.274963e-01  1.840224e-02  1.729770e-01
## [33,] -3.901608e-01 -1.108561e-01  9.225968e-02  2.198282e-01
## [34,]  3.844264e-01  4.925467e-01  2.309959e-01  1.736524e-01
## [35,] -2.878405e-02 -1.202146e-01 -5.012291e-02 -1.075849e-01
## [36,]  3.026622e-02 -5.087240e-02  5.618458e-03  3.312808e-02
## [37,]  1.766127e-02 -2.808835e-02  1.523482e-03  3.280704e-02
## [38,]  3.322744e-02 -3.468217e-02  2.945895e-02 -1.925420e-02
## [39,]  3.092377e-02  2.688088e-02 -2.727894e-02 -3.967390e-03
## [40,]  3.575984e-01  1.132195e-02 -2.421381e-01 -3.832893e-01
## [41,] -4.713502e-02 -6.875501e-03 -4.804528e-02 -2.189699e-02
## [42,] -5.255059e-01  3.549351e-01  9.520846e-02 -2.025513e-01
## [43,] -2.206740e-01  1.051079e-01  8.690673e-02  6.351657e-03
## [44,]  3.969583e-03 -1.734807e-01 -2.018926e-02  1.349863e-01
## [45,] -1.248904e-01 -2.782771e-02 -3.170567e-02  9.956664e-02
## [46,] -3.027048e-02  3.878208e-02 -3.348578e-03  2.150567e-02
## [47,]  7.072980e-03 -2.031991e-02  2.426457e-02  1.084809e-02
## [48,] -1.529845e-02 -5.314169e-02  1.708983e-01 -2.800417e-02
## [49,] -1.529845e-02 -5.314169e-02  1.708983e-01 -2.800417e-02
## [50,]  4.741662e-03 -3.499536e-03  9.718629e-03  1.229494e-03
## [51,] -1.814775e-05  1.175100e-05 -3.949060e-05 -2.739135e-05
## [52,] -5.159421e-04 -6.052100e-05 -5.798187e-04 -1.372805e-03
## [53,] -2.164272e-04  4.273242e-04  5.680503e-04  4.397305e-04
## [54,] -1.097070e-02 -2.444823e-03  3.394181e-02 -3.670230e-02
## [55,] -2.195009e-02  1.383602e-02 -4.241021e-02 -1.264398e-02
## [56,] -1.831868e-15 -3.053113e-16 -1.165734e-15  1.061651e-15
## [57,] -2.284601e-02  7.510126e-02  6.665085e-02  1.011920e-01
## [58,] -9.342781e-03 -1.901213e-01  4.687612e-01  2.705046e-01
## [59,]  9.938289e-02 -2.424404e-01  7.205893e-02 -3.765136e-01
## [60,] -6.960302e-02  1.004726e-01 -2.004045e-01 -3.115940e-02
## [61,] -1.095704e-01  1.846995e-01 -1.678233e-01 -1.378719e-01
## [62,]  1.192224e-01  2.852791e-02 -2.083087e-01  2.032012e-01
##               [,45]         [,46]         [,47]         [,48]
##  [1,]  4.886770e-03 -4.213027e-03 -2.000304e-03  3.185048e-03
##  [2,]  5.940551e-03 -4.208301e-03 -7.007631e-04 -2.233709e-03
##  [3,]  3.163269e-03  5.418544e-03  7.717967e-03  1.390531e-02
##  [4,] -2.080325e-03 -1.999294e-03 -2.615444e-03  6.278129e-04
##  [5,]  2.897767e-02 -1.299065e-02 -1.777348e-02 -1.607390e-02
##  [6,]  1.008771e-01  6.119192e-02  1.652097e-01 -6.853794e-02
##  [7,]  2.707762e-03  1.494788e-02  1.127772e-02  1.102258e-02
##  [8,]  1.511102e-02 -6.837877e-03 -1.444093e-02 -1.137230e-03
##  [9,]  2.585042e-02  4.213196e-03  2.948803e-03 -5.109362e-02
## [10,] -1.272437e-02 -1.542482e-02  1.972990e-02 -3.958311e-02
## [11,] -1.394216e-01  2.463115e-02  3.681952e-02  8.315697e-02
## [12,] -2.306534e-03 -7.381081e-04 -5.077597e-03 -7.353921e-03
## [13,] -3.548837e-04  1.851647e-03 -4.559597e-03  1.238042e-03
## [14,] -1.533574e-03 -1.012383e-03 -5.208754e-04  7.712490e-04
## [15,] -8.412924e-04  5.800642e-04 -4.393836e-05 -4.707291e-06
## [16,]  9.148311e-04 -8.607358e-04  8.821550e-05  1.734997e-03
## [17,]  1.957353e-04  1.184126e-04 -1.553619e-03 -3.840255e-04
## [18,]  4.559923e-04  2.161758e-03 -2.090245e-03  2.132151e-03
## [19,]  1.854611e-03  1.396829e-03 -2.546913e-03  1.006801e-02
## [20,]  2.745419e-03  1.368741e-02 -5.452984e-03 -2.909698e-03
## [21,] -3.360335e-03 -7.528496e-03 -1.573740e-04  1.128149e-03
## [22,] -2.305493e-02 -1.438296e-02  1.902930e-04  1.006371e-01
## [23,]  4.045910e-02 -4.259477e-02  4.004316e-02  4.498184e-02
## [24,] -4.061838e-03 -1.220128e-01  2.565690e-02  5.447243e-02
## [25,] -4.345632e-02 -1.734702e-02 -7.242915e-02  2.741498e-02
## [26,] -1.142913e-01  3.036317e-02 -7.128073e-02 -2.148162e-01
## [27,]  1.547768e-01  1.605986e-01 -5.926166e-01  2.987235e-01
## [28,]  7.415162e-02  1.024861e-01  6.855971e-02  2.832349e-02
## [29,]  1.914272e-02 -1.064180e-01 -3.125571e-02 -5.847280e-02
## [30,]  7.361927e-02  2.953620e-01  5.876236e-02  1.144290e-01
## [31,]  1.026579e-01 -8.547594e-01 -9.153196e-02  4.514432e-02
## [32,] -4.226130e-02 -1.499801e-01  1.286791e-01 -8.295043e-02
## [33,] -7.331617e-02 -2.236545e-01  1.143161e-01  2.946273e-02
## [34,] -2.508173e-01  3.384613e-02  6.169066e-02 -4.158909e-01
## [35,] -6.465036e-02  1.402755e-02 -4.881276e-02  6.707424e-02
## [36,] -1.099761e-01  6.833845e-02  7.578448e-02 -1.158789e-01
## [37,] -2.531576e-02 -1.216566e-02 -1.280439e-02 -1.628049e-02
## [38,] -6.296673e-02 -1.117603e-01  6.662022e-02 -7.619726e-02
## [39,] -3.164455e-02  3.389200e-02  2.026317e-02 -7.337439e-03
## [40,]  2.667814e-01 -5.029736e-02  8.811741e-02  4.344930e-01
## [41,] -3.131312e-02  4.842451e-02  5.725509e-02 -3.771924e-03
## [42,]  3.022310e-01  2.783231e-02 -7.262511e-02 -1.233105e-01
## [43,]  5.046631e-02  3.611357e-02  3.345583e-02  4.300550e-03
## [44,] -8.387079e-02  2.883639e-02  1.898352e-02  7.778427e-03
## [45,]  7.756795e-02  4.914306e-02 -2.886290e-02 -1.152679e-01
## [46,]  7.050980e-02  1.566027e-02 -3.794343e-02  4.682030e-02
## [47,]  7.355486e-03 -1.862024e-02 -3.203864e-03  1.434734e-02
## [48,] -2.572759e-02  3.068196e-02  2.115801e-03  6.378351e-02
## [49,] -2.572759e-02  3.068196e-02  2.115801e-03  6.378351e-02
## [50,]  5.122042e-03  1.836579e-03  1.192626e-03  1.374152e-03
## [51,] -5.359986e-06 -5.704590e-06  2.307602e-05 -1.889938e-05
## [52,] -1.756584e-04 -2.123899e-04 -2.276819e-04 -9.247341e-04
## [53,] -1.827021e-05  3.581994e-04 -2.672075e-04  3.663294e-04
## [54,]  1.900150e-02  4.256982e-03 -2.314995e-02 -5.193865e-02
## [55,] -2.078270e-02 -3.810731e-02  1.879057e-02  5.451987e-02
## [56,] -4.357625e-15 -6.189493e-15  7.410739e-15  3.885781e-16
## [57,] -4.144077e-02 -3.958522e-02 -2.604101e-02  7.487668e-02
## [58,]  1.137440e-01  1.221281e-02  4.011938e-02  3.046938e-01
## [59,]  4.529431e-02 -2.904340e-02 -6.049432e-01 -3.800389e-01
## [60,] -3.254995e-01  1.070074e-02  6.409283e-02  2.154911e-01
## [61,] -3.696850e-01 -9.636390e-03  1.559954e-01  5.545375e-02
## [62,]  6.065647e-01  4.236081e-02  3.530031e-01 -2.865503e-01
##               [,49]         [,50]         [,51]         [,52]
##  [1,] -1.385553e-03 -1.197553e-02 -6.471682e-03 -1.805039e-03
##  [2,] -8.534602e-04  5.328235e-03  3.852183e-03  5.946873e-04
##  [3,] -4.829487e-03  4.546533e-03  2.960078e-03 -7.022487e-03
##  [4,] -8.777444e-04  1.237571e-03 -7.154217e-04 -7.278418e-04
##  [5,]  3.309497e-02  1.314172e-02  4.531816e-02  4.354622e-03
##  [6,] -7.699822e-02 -1.165184e-01 -2.752174e-01 -5.450960e-03
##  [7,]  2.136386e-02  1.366441e-02  2.144152e-02  7.910993e-03
##  [8,]  3.038503e-03 -1.657515e-02  2.429697e-02 -1.393003e-02
##  [9,] -1.914123e-02  8.755584e-03  1.318005e-02 -7.098697e-03
## [10,]  5.027118e-02  4.252476e-02 -1.734344e-02  1.652539e-02
## [11,] -1.316659e-01 -6.209275e-02 -4.060147e-02 -3.500871e-02
## [12,]  5.525859e-03 -3.203886e-04 -4.253406e-04  1.645023e-03
## [13,]  1.631636e-03 -1.789123e-03 -1.476115e-03 -1.809207e-04
## [14,]  7.197816e-04  9.706148e-04 -1.958495e-04 -6.000605e-04
## [15,] -1.965988e-04 -4.561620e-04 -4.423152e-04  2.793821e-04
## [16,]  1.519181e-03 -1.760826e-04  5.638551e-04 -4.840591e-04
## [17,] -6.300131e-04 -1.530818e-04 -2.026490e-04  1.158097e-03
## [18,] -5.287502e-04  5.969245e-04  1.446891e-03 -1.044660e-03
## [19,] -1.954060e-03  3.778388e-04  4.691222e-03 -2.317769e-03
## [20,] -1.905838e-02 -3.020027e-03 -6.375911e-03 -1.240536e-03
## [21,]  1.301418e-02 -1.194354e-03  1.076825e-02  1.657044e-04
## [22,]  5.747747e-02 -7.334935e-01  2.273525e-01  2.455721e-01
## [23,]  6.760587e-02 -3.453501e-01  1.536750e-01  1.014751e-01
## [24,]  3.187469e-02  1.644539e-01 -9.193459e-03 -5.347610e-02
## [25,] -1.209402e-02  1.485322e-02  2.749907e-02 -4.076840e-02
## [26,] -5.203586e-02  6.437114e-02  3.394184e-02  9.548765e-02
## [27,] -6.302326e-02 -2.317580e-02 -1.023932e-01  6.690795e-02
## [28,] -2.259900e-02  1.452637e-01 -3.459823e-03 -3.576869e-02
## [29,]  8.496617e-03 -2.081074e-03 -2.456484e-02 -6.224454e-02
## [30,]  5.587858e-02  4.009010e-02 -1.773617e-02  3.201305e-02
## [31,] -5.661976e-03 -2.623666e-02 -1.077921e-01 -6.528648e-02
## [32,]  4.966207e-02  9.477093e-02  6.322667e-02  3.238735e-02
## [33,] -3.080843e-02  3.707572e-02 -2.722026e-02  3.832997e-02
## [34,]  1.850192e-02 -3.437351e-02  1.655734e-02  2.329894e-02
## [35,] -9.276556e-03 -2.600255e-02 -3.112299e-02 -5.540288e-02
## [36,]  1.614735e-01 -3.209384e-01 -3.511651e-01 -1.929805e-01
## [37,]  3.505950e-02 -1.927304e-01  6.727710e-02  8.711716e-02
## [38,]  1.149579e-02 -1.115029e-01 -2.937147e-02  1.996396e-01
## [39,] -8.373642e-03 -4.459823e-03  6.145966e-02 -2.072224e-03
## [40,] -5.209434e-02  4.634168e-02  5.349372e-02 -5.964048e-02
## [41,] -2.643460e-02  3.226758e-03 -8.444155e-04  1.298745e-02
## [42,]  1.120565e-01  6.801683e-02 -1.056376e-02  1.017690e-01
## [43,] -1.663023e-03 -1.155301e-02 -8.352543e-02  2.054481e-02
## [44,]  9.529318e-03  5.891474e-02 -2.355100e-02  2.182257e-01
## [45,] -1.117872e-01 -1.772933e-01  3.324133e-01 -8.228378e-01
## [46,] -1.641793e-02  4.231918e-02 -2.948916e-03  7.903860e-03
## [47,]  1.804042e-02  1.749477e-02  2.300799e-02  2.194321e-02
## [48,]  9.474371e-03  4.313456e-02 -4.883738e-02  3.331476e-02
## [49,]  9.474371e-03  4.313456e-02 -4.883738e-02  3.331476e-02
## [50,] -6.710370e-03 -9.225291e-04 -7.240960e-03 -2.197467e-03
## [51,]  5.739182e-06  1.413044e-06 -3.664553e-05 -5.106734e-06
## [52,]  1.463438e-04  1.838206e-04  7.708123e-04 -1.755726e-04
## [53,] -4.014495e-05 -6.841504e-04 -5.829307e-04  3.543019e-04
## [54,]  6.447953e-03 -2.153790e-02  2.165935e-02  4.326331e-02
## [55,]  6.313361e-03 -1.310009e-02 -2.412426e-02 -1.804687e-02
## [56,]  2.775558e-17  0.000000e+00  1.387779e-17  2.775558e-17
## [57,]  2.509830e-01  1.596687e-01  6.556247e-01  1.214320e-01
## [58,] -2.296798e-01 -1.538784e-01 -2.001512e-01 -7.341782e-02
## [59,] -3.742972e-02 -4.402409e-02 -1.104748e-01  1.165538e-02
## [60,]  6.302192e-01  3.377860e-02 -2.563664e-01 -1.868388e-01
## [61,] -6.132345e-01  3.808686e-02  2.190919e-02  5.825497e-02
## [62,]  3.223680e-02 -2.048998e-02 -6.522343e-02  7.326884e-02
##               [,53]         [,54]         [,55]         [,56]
##  [1,] -3.378048e-03  6.101878e-03 -7.680000e-04  1.642608e-03
##  [2,]  5.553909e-03  1.183634e-03  2.429451e-03  1.007030e-04
##  [3,] -1.513490e-02  6.905714e-03  3.544306e-03  8.813694e-04
##  [4,] -2.707172e-05  2.468447e-03  5.468579e-04 -1.901029e-07
##  [5,]  1.645257e-02 -8.347388e-03 -5.435752e-03 -5.328086e-03
##  [6,] -1.330573e-01  7.558196e-04  9.270431e-03  1.279207e-02
##  [7,]  9.345409e-03 -7.209569e-03  2.002721e-02 -6.422722e-02
##  [8,]  9.072894e-03  3.350483e-03 -7.425392e-03  8.728873e-03
##  [9,]  1.512825e-02  6.384763e-03 -6.487773e-03  1.013299e-02
## [10,] -3.394029e-03 -2.200660e-02 -2.901147e-03  1.913141e-02
## [11,] -5.634665e-03  4.495877e-02  2.111685e-02  4.519772e-03
## [12,] -3.343312e-03 -4.443848e-04  7.996703e-04  1.522317e-03
## [13,] -8.449698e-04 -6.610131e-04 -3.729155e-04  6.688452e-04
## [14,] -1.362660e-04  2.947509e-05 -4.163802e-04  3.537097e-05
## [15,]  2.793923e-04  2.427451e-04  4.184889e-04  2.310231e-04
## [16,] -6.035049e-04 -1.348072e-04 -4.658360e-04 -8.936778e-04
## [17,]  6.336974e-04  3.539337e-04 -1.612134e-04  3.449411e-04
## [18,] -9.542331e-04  2.526633e-03 -6.984691e-04  2.209474e-03
## [19,]  4.768979e-03 -3.773796e-04  1.072567e-03 -2.415353e-03
## [20,]  4.077558e-03 -1.088543e-02  1.098439e-02 -4.441268e-03
## [21,] -2.155181e-05  5.228392e-03 -7.098030e-03  5.655641e-03
## [22,] -1.247845e-01 -2.523768e-01 -2.390010e-01 -1.109486e-01
## [23,] -6.216410e-02  1.264190e-01 -3.804022e-02  2.418935e-01
## [24,]  7.299066e-03 -3.083854e-02 -1.881330e-02 -5.140061e-02
## [25,]  6.739686e-03 -2.470332e-03 -1.356791e-02 -2.189509e-03
## [26,] -9.602469e-02  2.722425e-02 -7.279757e-02  4.160582e-02
## [27,]  8.430721e-02  9.241875e-02  1.247158e-02 -7.979853e-02
## [28,]  6.411679e-04  4.203859e-02  8.216323e-03 -2.409618e-02
## [29,] -1.550465e-02  3.275055e-03  2.405585e-02 -2.964392e-02
## [30,]  1.576164e-02 -4.380602e-03 -8.764446e-04 -3.008266e-02
## [31,]  5.803868e-02 -7.464919e-02  1.517203e-03  9.799000e-04
## [32,] -5.138917e-02 -6.896424e-02 -1.409168e-02  2.017400e-02
## [33,] -3.029471e-03 -1.953687e-02  3.921975e-03 -2.115730e-02
## [34,] -1.691022e-01 -4.318713e-02 -7.449435e-02  4.006540e-02
## [35,]  2.462406e-02 -2.385301e-02  3.201773e-02 -7.033024e-04
## [36,]  7.896029e-01  1.997856e-02  3.700047e-02  4.584417e-02
## [37,] -1.140467e-01  2.203138e-02  9.469363e-01  9.406751e-02
## [38,] -3.661837e-02  9.212375e-01 -8.135921e-02 -7.660531e-02
## [39,] -2.124341e-02 -7.713619e-03  5.165248e-04  1.407266e-02
## [40,]  3.783082e-02  8.094924e-02 -1.635909e-03 -9.448114e-03
## [41,] -1.427388e-02  1.573240e-02 -1.043681e-03 -1.213052e-02
## [42,]  1.583534e-03  9.808849e-03  1.913667e-03 -5.724715e-02
## [43,] -2.227944e-02  3.784782e-02 -2.990800e-02 -1.076688e-02
## [44,]  4.691401e-02 -4.613403e-02 -5.994471e-02  7.531667e-03
## [45,] -1.127315e-01  1.530851e-01 -1.931939e-02 -2.204977e-02
## [46,] -1.510658e-03  2.237427e-02 -1.106933e-01  9.409058e-01
## [47,]  2.663838e-02 -2.114531e-02  3.373983e-03 -6.288963e-03
## [48,]  1.488382e-02  1.655092e-02  1.588104e-02 -7.248085e-03
## [49,]  1.488382e-02  1.655092e-02  1.588104e-02 -7.248085e-03
## [50,] -1.630982e-03 -1.235003e-02  2.916713e-05  5.080012e-03
## [51,] -1.997695e-05  1.200219e-05  2.251232e-06  6.049085e-06
## [52,]  2.714235e-04 -4.134966e-04  4.583441e-04  3.040158e-05
## [53,]  6.802890e-05  6.871914e-04 -2.852655e-04 -2.075812e-04
## [54,]  1.283476e-02 -2.284066e-03  7.417327e-03 -7.439074e-03
## [55,] -1.697817e-02  6.947420e-03  1.311606e-02  1.141311e-02
## [56,]  0.000000e+00  0.000000e+00 -1.084202e-19 -8.131516e-20
## [57,]  3.545456e-01  4.787664e-02  1.252790e-02 -1.826323e-03
## [58,] -1.635942e-01  3.389710e-02 -3.823811e-02  1.305378e-02
## [59,] -5.218330e-02 -1.482306e-02 -1.814282e-02  1.313960e-02
## [60,] -2.810643e-01  5.983923e-03 -1.977759e-02  7.188475e-03
## [61,]  1.340314e-01 -4.118195e-02  3.817364e-02  6.262216e-04
## [62,]  2.471735e-02 -4.010004e-02  2.002123e-02 -3.750984e-02
##               [,57]         [,58]         [,59]         [,60]
##  [1,]  3.864262e-03 -6.868398e-04  1.391818e-04  0.000000e+00
##  [2,]  1.092379e-03  1.970672e-03 -6.700330e-04 -2.722997e-18
##  [3,] -3.950470e-03  4.792259e-03  2.218913e-03 -5.721673e-18
##  [4,] -8.343141e-04 -8.693431e-04 -4.131219e-04  2.904802e-18
##  [5,]  6.128388e-04  7.888004e-03 -4.342023e-04 -1.082938e-09
##  [6,]  6.687185e-03 -1.372053e-02  1.180474e-02 -6.055009e-17
##  [7,] -9.784468e-01 -8.991720e-02  1.620037e-02  3.100345e-16
##  [8,]  1.448514e-01  2.185916e-02  1.683167e-03 -5.326990e-17
##  [9,]  1.613857e-03  2.332062e-03  7.874156e-03 -7.213159e-18
## [10,] -1.973469e-03  1.428644e-02 -1.787692e-03 -1.087291e-17
## [11,]  1.227025e-03 -1.836626e-03  1.004690e-02 -5.114369e-17
## [12,]  1.781863e-03 -1.830294e-03 -4.339729e-04  1.778131e-18
## [13,] -7.478066e-04  8.498868e-04 -6.004371e-04 -5.643330e-19
## [14,] -4.863643e-04  3.963073e-05  2.076153e-05  7.785092e-19
## [15,] -3.090334e-05 -2.198574e-04 -1.151802e-04  7.138419e-19
## [16,]  2.271790e-04  5.365120e-04  2.231442e-04 -9.195573e-19
## [17,] -1.180037e-04  3.591738e-04  4.026697e-04 -7.113138e-19
## [18,]  1.227951e-03 -3.216935e-04  8.308921e-04 -1.534050e-18
## [19,] -1.025078e-03 -4.014643e-05  6.659725e-04 -5.258976e-18
## [20,]  2.935170e-03  2.133343e-02 -2.651289e-04  2.432744e-19
## [21,] -2.408790e-03 -1.572571e-02 -7.710004e-06 -2.526754e-18
## [22,] -3.655355e-02  3.587713e-01  4.299682e-03 -4.400770e-16
## [23,]  5.982980e-02 -8.492789e-01 -1.022927e-03  8.792672e-16
## [24,] -1.015628e-02  1.817049e-02 -1.418093e-02 -8.309039e-17
## [25,]  1.298373e-02 -1.194441e-02  9.221445e-03 -1.232893e-16
## [26,]  1.104711e-02 -6.125491e-02  9.539935e-03  1.677023e-17
## [27,] -1.770753e-03 -4.694317e-02  3.046216e-03 -6.164686e-17
## [28,]  8.730373e-03 -2.292096e-02  1.027249e-02  3.200957e-17
## [29,] -1.273392e-02 -6.618215e-04 -4.948846e-03 -3.796129e-18
## [30,]  4.245902e-02  2.467354e-03 -1.933186e-02 -6.148752e-17
## [31,] -1.555350e-02  8.192841e-04 -1.889499e-02  1.350547e-16
## [32,] -1.130152e-02 -3.290481e-02 -1.946039e-02  4.241458e-17
## [33,]  5.553878e-02  2.006664e-03  4.278355e-03  7.540277e-17
## [34,] -1.232715e-02 -3.069616e-02  1.103077e-02 -4.067351e-17
## [35,]  1.288787e-02  3.161750e-02 -8.291920e-03  2.501935e-17
## [36,] -6.197782e-03 -9.885016e-03 -2.289855e-03  1.218401e-16
## [37,]  1.320132e-03  9.698265e-02 -3.751688e-05  8.829873e-17
## [38,] -2.521041e-02  2.007933e-01  1.724587e-02 -2.476255e-16
## [39,] -5.253593e-03 -2.420566e-03 -2.145314e-03  3.243812e-17
## [40,] -8.137718e-03  1.505328e-02  5.162343e-03 -1.129608e-16
## [41,] -4.301639e-03 -2.213220e-02  5.768241e-03  2.083644e-17
## [42,] -3.067449e-03  1.737918e-02  9.792178e-05 -1.755409e-17
## [43,] -5.336038e-03 -2.528709e-02  7.474483e-03  1.243203e-17
## [44,] -6.153651e-03 -2.181243e-02 -2.405004e-02  5.406438e-17
## [45,] -1.323172e-02  5.206600e-02  2.198095e-02  2.319926e-16
## [46,] -8.790511e-02  2.670471e-01  9.650490e-03 -7.228507e-17
## [47,]  1.866225e-02 -5.867324e-03  9.965992e-01 -5.982164e-17
## [48,]  4.280090e-04  5.384495e-03  2.067548e-04  2.997404e-01
## [49,]  4.280090e-04  5.384495e-03  2.067548e-04 -2.997404e-01
## [50,]  1.270994e-03 -4.181840e-03 -8.565836e-04  2.842693e-18
## [51,] -1.790519e-06 -2.068861e-06  4.268231e-06  1.266483e-20
## [52,] -3.016824e-05 -1.875568e-05  2.262789e-04  1.901227e-19
## [53,] -1.425256e-04 -7.861903e-06 -2.145727e-04  1.983922e-20
## [54,]  4.267458e-03  2.927459e-04  1.380161e-02 -1.773174e-17
## [55,] -1.543013e-03 -1.765504e-02 -7.923575e-03  3.032883e-17
## [56,]  1.084202e-19  6.505213e-19  1.058791e-21  9.057105e-01
## [57,]  2.916658e-02  3.346918e-02 -4.144528e-02  1.082938e-09
## [58,]  5.824185e-04 -3.001989e-02 -7.973970e-03  1.082938e-09
## [59,] -9.546486e-03 -1.588829e-02  5.826267e-03  1.082938e-09
## [60,] -6.496003e-04  1.031374e-02  1.736273e-02  1.082938e-09
## [61,] -1.864392e-02 -2.163256e-02  1.906554e-02  1.082938e-09
## [62,] -2.961485e-04  3.164583e-02  6.730508e-03  1.082937e-09
##               [,61]         [,62]
##  [1,]  0.000000e+00 -2.704523e-12
##  [2,] -3.295616e-17 -2.205307e-12
##  [3,]  4.184590e-17  6.374790e-12
##  [4,]  1.864769e-17  2.377288e-13
##  [5,] -2.313835e-09  3.779645e-01
##  [6,]  1.080463e-15  9.662802e-12
##  [7,]  7.631317e-16  8.786228e-10
##  [8,] -3.558635e-16 -1.336409e-10
##  [9,] -3.594760e-16 -2.990371e-12
## [10,]  1.045447e-15 -1.000926e-11
## [11,]  2.258990e-15  3.661688e-11
## [12,] -5.954730e-17 -1.585566e-12
## [13,] -8.222043e-17  1.014295e-12
## [14,]  4.048536e-17  2.532567e-13
## [15,]  3.390855e-18  1.898824e-13
## [16,]  1.069477e-18 -1.633462e-13
## [17,] -3.181617e-17  2.341068e-13
## [18,] -7.292032e-17 -1.767357e-12
## [19,] -1.704594e-16  1.430334e-12
## [20,] -2.565436e-16  1.361546e-13
## [21,]  4.758764e-17  6.275194e-13
## [22,] -2.862691e-16  1.352847e-10
## [23,]  2.781820e-15 -1.230506e-11
## [24,]  1.385644e-15 -4.347445e-12
## [25,] -1.798514e-15 -4.520738e-11
## [26,]  2.593213e-15 -4.451912e-11
## [27,] -1.300529e-14  2.808309e-11
## [28,] -1.572097e-15 -3.174050e-11
## [29,]  5.423106e-16 -1.670225e-11
## [30,] -4.664979e-15 -2.594625e-11
## [31,]  1.035946e-14  2.837805e-11
## [32,]  4.854405e-15  1.956515e-11
## [33,]  7.893853e-15 -4.135374e-11
## [34,]  6.011162e-16  5.245288e-12
## [35,] -1.147655e-16  6.581715e-12
## [36,]  1.630263e-15  1.500230e-11
## [37,]  5.459640e-16  4.127680e-12
## [38,]  2.672148e-15  1.281329e-11
## [39,]  2.661032e-16  2.215907e-12
## [40,] -2.391442e-15  6.363008e-13
## [41,]  9.279394e-16  5.678928e-12
## [42,] -3.816195e-15 -1.117991e-13
## [43,]  1.303070e-16  1.140341e-11
## [44,]  1.460751e-15  1.213967e-11
## [45,] -8.640340e-16  1.534540e-11
## [46,] -1.613296e-15 -1.642864e-11
## [47,] -1.258925e-17  4.140228e-12
## [48,]  6.404340e-01  4.780826e-09
## [49,] -6.404340e-01 -4.778054e-09
## [50,] -1.008814e-16 -4.771733e-13
## [51,]  6.674521e-19  1.466930e-15
## [52,]  1.861167e-18 -7.313535e-14
## [53,] -9.724970e-18  2.601524e-13
## [54,] -9.293535e-16  2.882118e-12
## [55,]  1.401389e-15  5.628087e-12
## [56,] -4.238969e-01  1.471046e-15
## [57,]  2.313836e-09 -3.779645e-01
## [58,]  2.313834e-09 -3.779645e-01
## [59,]  2.313822e-09 -3.779645e-01
## [60,]  2.313840e-09 -3.779645e-01
## [61,]  2.313842e-09 -3.779645e-01
## [62,]  2.313834e-09 -3.779645e-01
pcal <- prcomp(as.matrix(ad_data), center = T)

summary(pcal) 
## Importance of components:
##                            PC1      PC2      PC3      PC4      PC5
## Standard deviation     476.864 38.53444 18.26993 14.83256 11.24588
## Proportion of Variance   0.989  0.00646  0.00145  0.00096  0.00055
## Cumulative Proportion    0.989  0.99551  0.99697  0.99792  0.99847
##                             PC6     PC7     PC8     PC9    PC10    PC11
## Standard deviation     10.36092 8.67299 8.40122 6.27004 3.84786 3.50819
## Proportion of Variance  0.00047 0.00033 0.00031 0.00017 0.00006 0.00005
## Cumulative Proportion   0.99894 0.99927 0.99957 0.99974 0.99981 0.99986
##                           PC12    PC13    PC14    PC15    PC16    PC17
## Standard deviation     3.10631 2.87021 1.77523 1.56699 1.39439 1.31553
## Proportion of Variance 0.00004 0.00004 0.00001 0.00001 0.00001 0.00001
## Cumulative Proportion  0.99990 0.99994 0.99995 0.99996 0.99997 0.99998
##                          PC18   PC19   PC20   PC21   PC22   PC23   PC24
## Standard deviation     0.9391 0.5857 0.5437 0.5138 0.4979 0.4274 0.4139
## Proportion of Variance 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
## Cumulative Proportion  1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000
##                          PC25  PC26  PC27   PC28   PC29   PC30   PC31
## Standard deviation     0.4029 0.372 0.369 0.3498 0.3238 0.3175 0.3018
## Proportion of Variance 0.0000 0.000 0.000 0.0000 0.0000 0.0000 0.0000
## Cumulative Proportion  1.0000 1.000 1.000 1.0000 1.0000 1.0000 1.0000
##                          PC32   PC33   PC34   PC35   PC36   PC37   PC38
## Standard deviation     0.2997 0.2924 0.2899 0.2843 0.2787 0.2748 0.2625
## Proportion of Variance 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
## Cumulative Proportion  1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000
##                          PC39   PC40   PC41   PC42  PC43   PC44   PC45
## Standard deviation     0.2525 0.2464 0.2421 0.2362 0.229 0.2214 0.2169
## Proportion of Variance 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
## Cumulative Proportion  1.0000 1.0000 1.0000 1.0000 1.000 1.0000 1.0000
##                          PC46   PC47   PC48   PC49   PC50   PC51   PC52
## Standard deviation     0.2123 0.2098 0.2035 0.1839 0.1706 0.1644 0.1586
## Proportion of Variance 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
## Cumulative Proportion  1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000
##                          PC53   PC54   PC55   PC56    PC57    PC58    PC59
## Standard deviation     0.1518 0.1418 0.1184 0.1014 0.09209 0.09123 0.05973
## Proportion of Variance 0.0000 0.0000 0.0000 0.0000 0.00000 0.00000 0.00000
## Cumulative Proportion  1.0000 1.0000 1.0000 1.0000 1.00000 1.00000 1.00000
##                             PC60      PC61      PC62
## Standard deviation     3.731e-14 3.731e-14 3.731e-14
## Proportion of Variance 0.000e+00 0.000e+00 0.000e+00
## Cumulative Proportion  1.000e+00 1.000e+00 1.000e+00
pcal$rotation
##                              PC1           PC2           PC3           PC4
## MMSCORE            -6.155702e-05  1.352603e-03 -8.909184e-03  1.940151e-02
## FAQTOTAL           -4.210949e-04 -1.877305e-03  1.265315e-02 -3.038370e-02
## GDTOTAL             2.414885e-05 -1.965340e-03  1.971604e-03 -3.377503e-04
## adascog             6.582141e-04  1.515883e-03  4.688771e-03 -4.287574e-02
## sobcdr              3.570981e-05  1.419637e-05  3.970545e-03 -1.177157e-02
## DXCURREN           -3.763502e-06 -6.197425e-04  1.573625e-03 -5.726667e-03
## DX_Conversion      -4.336864e-06  1.722701e-04  8.056246e-05 -4.235859e-04
## DXCONTYP           -1.161639e-05  3.989289e-04  7.008365e-04 -3.828828e-04
## DX_Confidence      -3.651363e-05 -6.382024e-04 -1.736163e-03 -8.948786e-04
## Gender             -6.401732e-06  1.181770e-03 -2.350600e-03 -1.708952e-02
## Married            -2.300120e-05  3.782290e-04 -5.251334e-04  4.161944e-04
## Education           2.616653e-04 -1.687544e-03 -5.687045e-04  1.938043e-02
## Age                -2.092224e-04  4.302170e-03  2.656760e-02 -7.562373e-02
## Weight_Kg          -5.807990e-05 -4.318975e-02  1.899525e-01  9.736371e-01
## VSBPSYS             2.269615e-03  3.204045e-02  9.333636e-01 -1.946427e-01
## VSBPDIA             1.398577e-03  1.207940e-02  2.971808e-01 -7.140173e-04
## VSPULSE            -2.468176e-04 -4.384694e-04 -1.116993e-02 -3.998310e-02
## VSRESP              3.699501e-04 -1.842257e-03  2.481977e-02 -3.271946e-03
## VSTEMP             -3.136294e-05  1.466479e-03 -2.618050e-03 -7.902005e-03
## SymptomeSeverety    1.989696e-04  9.551260e-04  1.178988e-02 -4.543423e-03
## SymptomeChronicity  2.332669e-04  1.305606e-03  1.148469e-02 -5.186969e-03
## BC.USEA             5.575407e-06  2.133684e-04 -1.062372e-04  7.063601e-04
## BCVOMIT            -4.932632e-06  2.167342e-04 -1.085667e-04  1.892471e-04
## BCDIARRH            2.313422e-05 -3.292016e-04  2.426065e-05  6.287171e-04
## BCCONSTP            4.204160e-05 -9.784808e-05  1.463824e-03 -4.710872e-04
## BCABDOMN           -1.741155e-05 -1.719273e-04  8.490958e-04  3.482829e-04
## BCSWEATN            1.416661e-05 -8.082712e-05 -1.852431e-05  3.037064e-04
## BCDIZZY            -2.718276e-06  3.042693e-04  5.266829e-04  7.938126e-04
## BCENERGY           -2.263992e-05 -1.030004e-04  6.489960e-04 -1.088146e-03
## BCDROWSY           -9.137126e-06 -1.585971e-04  5.740529e-04  1.422117e-03
## BCVISION           -5.525276e-06 -1.702923e-04  6.454930e-04  5.480530e-06
## BCHDACHE           -9.819773e-06  4.016926e-05 -6.812403e-04 -7.624784e-04
## BCDRYMTH           -2.795354e-05 -9.048362e-05  5.177937e-04  1.501839e-04
## BCBREATH           -2.655230e-05 -9.309455e-05  1.334738e-03  2.831617e-03
## BCCOUGH            -2.890434e-05  1.304161e-05 -8.419338e-04  4.737127e-04
## BCPALPIT           -1.084916e-05  2.419664e-04 -8.457735e-05  5.974614e-04
## BCCHEST            -6.692420e-06  7.785247e-05 -1.717683e-04  7.306098e-04
## BCURNDIS           -8.102982e-06  4.476973e-05 -1.846839e-04 -2.162969e-04
## BCURNFRQ            1.641410e-06 -2.555279e-04  6.646750e-04  1.424932e-03
## BCANKLE            -2.892499e-05 -3.009721e-04  1.246280e-03  1.740278e-03
## BCMUSCLE           -1.090296e-04 -5.801924e-04  7.219353e-04  5.370626e-05
## BCRASH             -2.347564e-05  4.505424e-04 -2.452083e-05  2.085732e-03
## BCINSOMN           -2.134112e-05  1.598816e-04  4.626754e-04  1.317513e-03
## BCDPMOOD            1.464197e-05 -2.308990e-04 -3.244671e-05 -1.989316e-03
## BCCRYING            3.372881e-06  4.603566e-06  1.130441e-04 -8.080159e-04
## BCELMOOD           -4.789086e-06 -6.948022e-05  1.084393e-04  5.342210e-04
## BCWANDER           -3.906907e-08 -4.573646e-05 -5.319505e-05 -2.654087e-04
## BCFALL              6.733117e-06  1.435489e-04  2.804581e-04  5.081075e-04
## BCOTHER             6.733117e-06  1.435489e-04  2.804581e-04  5.081075e-04
## CTWHITE             4.905417e-04 -2.062418e-02  2.389320e-03  1.335806e-03
## CTRED               9.998353e-01  1.773356e-02 -3.051810e-03  1.332538e-03
## PROTEIN             1.289398e-02 -6.544635e-01  4.811060e-02 -1.951235e-02
## GLUCOSE             1.243991e-02 -7.535612e-01 -8.278296e-03 -4.761803e-02
## ApoEGeneAllele1    -4.713070e-07  1.610034e-04  2.020041e-03  9.431714e-04
## ApoEGeneAllele2     4.299839e-05 -2.732923e-05 -3.614264e-04 -2.375737e-03
## CDMEMORY            0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00
## CDORIENT            4.154234e-05 -2.960720e-04  7.139035e-04 -3.466371e-03
## CDJUDGE             2.180676e-05 -3.801206e-05  6.707359e-05 -3.844507e-03
## CDCOMMUN           -1.414548e-05  4.080970e-04  6.910383e-04 -1.782564e-03
## CDHOME             -2.266327e-05 -1.510057e-04  3.230131e-04 -2.185121e-03
## CDCARE              3.107873e-06  1.616404e-04  8.903211e-04 -1.475024e-03
## CDGLOBAL            6.061600e-06 -7.045117e-05  1.285196e-03  9.820192e-04
##                              PC5           PC6           PC7           PC8
## MMSCORE            -1.326615e-02  5.684621e-02 -1.989729e-01  1.058384e-01
## FAQTOTAL            2.890866e-02 -1.417176e-01  5.879515e-01 -3.165808e-01
## GDTOTAL             6.185997e-03 -8.707364e-03  2.136681e-02 -1.638992e-02
## adascog             2.855414e-02 -1.385223e-01  5.741243e-01 -2.824316e-01
## sobcdr              6.998017e-03 -4.274906e-02  1.507234e-01 -8.366138e-02
## DXCURREN            2.572088e-03 -1.923409e-02  5.450953e-02 -2.700456e-02
## DX_Conversion      -7.701299e-05 -1.772468e-04  4.328265e-07 -2.135048e-04
## DXCONTYP           -4.265150e-04 -2.038927e-03  2.510301e-05 -4.053892e-03
## DX_Confidence      -3.222018e-03  1.985894e-03 -2.885131e-03  3.204839e-03
## Gender             -3.777095e-03  8.754270e-03  1.046450e-03  7.682845e-04
## Married             4.438914e-04 -8.725425e-06  1.793807e-03  2.746331e-03
## Education          -6.104540e-03 -8.043107e-03 -4.362255e-02  5.173864e-02
## Age                 5.651815e-02 -7.091671e-02 -2.253323e-01 -3.554834e-01
## Weight_Kg          -2.025830e-02 -2.689983e-03  5.616504e-03 -1.070378e-01
## VSBPSYS            -3.703783e-02 -1.035180e-01 -1.422176e-01 -1.766161e-01
## VSBPDIA            -1.956675e-02  3.652874e-01  4.250756e-01  6.648251e-01
## VSPULSE            -7.111529e-02  8.933035e-01 -1.226509e-03 -4.267493e-01
## VSRESP             -9.792714e-03  2.383278e-02 -1.558123e-02 -5.518912e-02
## VSTEMP              2.102881e-03  6.128108e-03  2.556715e-03 -4.583210e-03
## SymptomeSeverety   -3.283048e-04 -1.236071e-02 -3.338412e-03 -1.220428e-02
## SymptomeChronicity -5.851722e-04 -1.414162e-02 -3.647780e-03 -1.276083e-02
## BC.USEA             6.509274e-05 -1.118490e-03  3.201052e-03 -2.189663e-03
## BCVOMIT             2.853108e-05 -1.116648e-05  2.431140e-03 -1.798005e-03
## BCDIARRH           -9.746335e-04 -1.446351e-03  1.244159e-03 -1.642457e-03
## BCCONSTP           -8.908748e-04 -4.260424e-04 -2.470143e-03 -4.371073e-05
## BCABDOMN           -6.644611e-04 -5.617642e-04 -2.436396e-04  1.504400e-04
## BCSWEATN            8.706114e-04 -1.059161e-03  6.859337e-04  6.942791e-04
## BCDIZZY             4.709844e-05 -1.415554e-03  1.040072e-03 -2.946316e-03
## BCENERGY            1.030674e-03 -9.911228e-04  5.759925e-03 -6.706677e-03
## BCDROWSY            1.297712e-04 -1.451036e-03  5.037772e-03 -4.944749e-03
## BCVISION            4.472140e-05 -5.307785e-04 -2.834514e-03 -3.584788e-04
## BCHDACHE           -9.390590e-04 -6.723425e-04  1.522541e-03  3.405222e-04
## BCDRYMTH            1.106779e-03  1.201572e-03 -2.658841e-03 -1.978882e-03
## BCBREATH            7.179465e-04  1.247484e-03 -1.697564e-03 -3.665055e-03
## BCCOUGH            -9.322444e-04  1.950443e-03  3.618741e-04 -2.406603e-03
## BCPALPIT            3.377478e-04  1.907946e-05  9.650655e-04 -2.179086e-04
## BCCHEST            -4.183455e-04  4.792549e-04 -4.738701e-04  1.046117e-04
## BCURNDIS            8.752531e-04 -3.055274e-04 -1.044668e-04 -1.379422e-04
## BCURNFRQ            9.727083e-04  4.110665e-05 -3.780894e-03  2.315070e-04
## BCANKLE             2.770100e-04  2.523075e-04 -2.538949e-03 -3.005655e-03
## BCMUSCLE            1.990991e-03  5.416926e-04  1.529176e-03 -1.528740e-04
## BCRASH             -7.652908e-04  1.072669e-03 -9.986127e-04 -2.218565e-04
## BCINSOMN            5.733293e-04  9.332700e-04 -2.864285e-03 -6.653631e-05
## BCDPMOOD            1.890436e-03 -1.791149e-03  4.522134e-03 -1.937820e-03
## BCCRYING           -2.151786e-04 -4.852156e-08  1.335931e-03 -8.651699e-04
## BCELMOOD            3.514617e-05 -3.737307e-04  5.772106e-04  8.706081e-04
## BCWANDER           -2.169596e-04 -6.973846e-04  2.228415e-04 -4.332802e-04
## BCFALL              2.163212e-04 -9.621731e-04  1.833074e-04  1.329928e-04
## BCOTHER             2.163212e-04 -9.621731e-04  1.833074e-04  1.329928e-04
## CTWHITE             1.537582e-02  1.599316e-03  4.384830e-03  1.612975e-03
## CTRED              -1.461943e-03 -1.724441e-04 -3.952837e-04 -7.682901e-04
## PROTEIN             7.497515e-01  6.134420e-02 -1.766603e-02  1.400339e-02
## GLUCOSE            -6.519957e-01 -5.248466e-02  1.374639e-02 -4.275323e-03
## ApoEGeneAllele1    -7.801230e-04 -3.961124e-03  9.367450e-03  1.298229e-03
## ApoEGeneAllele2    -2.389847e-03 -6.111752e-03  1.255183e-02 -2.856039e-03
## CDMEMORY            0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00
## CDORIENT            1.228579e-03 -1.013425e-02  2.949791e-02 -1.614630e-02
## CDJUDGE             2.350297e-03 -6.775775e-03  2.916646e-02 -1.548480e-02
## CDCOMMUN            9.222964e-04 -8.203235e-03  2.676550e-02 -1.250070e-02
## CDHOME              1.401354e-03 -7.209788e-03  2.724443e-02 -1.590797e-02
## CDCARE              5.646310e-04 -7.971956e-03  2.944256e-02 -1.680924e-02
## CDGLOBAL            5.308590e-04 -2.454059e-03  8.606509e-03 -6.812360e-03
##                              PC9          PC10          PC11          PC12
## MMSCORE            -1.457989e-02  5.214343e-02 -1.961801e-02  7.617439e-02
## FAQTOTAL            8.619085e-03  6.468971e-01 -2.379883e-01 -1.509098e-02
## GDTOTAL            -7.517505e-03  1.132522e-02  4.160133e-02 -1.598316e-02
## adascog             8.555836e-03 -6.695386e-01  2.372422e-01  8.945251e-02
## sobcdr             -3.282142e-03  5.841749e-02 -3.572657e-02 -1.540069e-02
## DXCURREN           -5.294791e-03 -2.050345e-03 -1.087438e-03 -1.109514e-02
## DX_Conversion      -7.869739e-04  1.258292e-03  8.616996e-04 -1.352480e-03
## DXCONTYP           -1.599970e-03 -2.130139e-03  8.327267e-03 -6.631596e-03
## DX_Confidence       4.055714e-03  3.774395e-03  2.173811e-03 -4.260335e-04
## Gender             -9.457632e-03  1.085145e-02  7.958688e-03 -7.180155e-03
## Married            -5.167892e-04  8.438607e-05  1.808402e-03  3.495209e-03
## Education          -3.892240e-04  9.472068e-02  3.138339e-03  3.205135e-01
## Age                 8.961269e-01 -1.414373e-02 -3.336003e-02  5.600987e-02
## Weight_Kg           3.615798e-02 -1.235303e-02  3.822565e-03  3.893874e-03
## VSBPSYS            -1.584166e-01 -1.131246e-02 -1.736457e-02  2.779379e-02
## VSBPDIA             3.928135e-01  1.159836e-02  2.424626e-03 -1.577216e-02
## VSPULSE            -1.000336e-01 -2.800261e-04  1.035017e-02  4.950623e-02
## VSRESP              3.820532e-02 -2.063467e-02  7.765147e-02 -9.282609e-01
## VSTEMP              7.191216e-03  5.189651e-03 -1.888124e-02 -9.022446e-02
## SymptomeSeverety    1.458015e-02  2.179875e-01  5.956791e-01  3.503398e-02
## SymptomeChronicity  2.116529e-02  2.577284e-01  7.151170e-01  4.015881e-02
## BC.USEA            -1.935152e-03  3.271508e-03  3.524482e-03 -6.656682e-05
## BCVOMIT             3.640243e-04  3.981870e-03  4.589406e-04  9.420142e-05
## BCDIARRH           -2.650799e-03  2.546687e-03  1.483213e-02  8.441820e-04
## BCCONSTP           -6.488512e-04  5.715192e-03  1.374261e-02  7.936376e-03
## BCABDOMN            3.012797e-04  4.458084e-03  9.989613e-03  3.127317e-03
## BCSWEATN           -3.997046e-03  3.015443e-03  6.693285e-03  2.750650e-03
## BCDIZZY             2.800454e-03  7.086806e-03  1.411552e-02  4.067365e-03
## BCENERGY           -1.448808e-03  9.885694e-03  2.825936e-02 -6.040189e-05
## BCDROWSY            7.089353e-04  1.330396e-02  1.577744e-02 -3.062504e-05
## BCVISION            3.655722e-03  4.532767e-03  8.426274e-03 -1.638950e-03
## BCHDACHE           -2.892033e-03  2.479847e-03  1.350832e-02 -3.822239e-03
## BCDRYMTH           -1.409337e-03  2.726085e-03  1.360884e-02  7.507012e-04
## BCBREATH            2.602005e-03  2.524549e-03  1.050591e-02 -1.896826e-03
## BCCOUGH             8.109045e-04  9.412475e-03  1.575874e-02  6.461183e-04
## BCPALPIT           -8.957301e-05  1.145453e-03  4.912433e-03 -1.067038e-03
## BCCHEST             1.303790e-04  9.999655e-04  2.159089e-03 -1.159279e-03
## BCURNDIS            9.504660e-04  2.836730e-03  2.452337e-03 -2.453554e-04
## BCURNFRQ            8.657923e-03  1.242979e-02  3.255997e-02  7.224472e-03
## BCANKLE             7.758989e-05  3.042739e-03  1.144123e-02  5.805500e-03
## BCMUSCLE            3.858503e-03  2.400244e-02  5.082702e-02  7.971837e-03
## BCRASH             -1.212968e-03  2.022593e-03  1.002465e-02 -5.032783e-03
## BCINSOMN            3.149656e-04  7.596837e-03  1.901771e-02 -1.870193e-03
## BCDPMOOD           -2.437643e-03  1.088012e-02  1.731222e-02 -5.379594e-03
## BCCRYING           -1.945166e-03  2.896102e-03  3.722613e-03 -2.643931e-04
## BCELMOOD           -8.617915e-04  3.061787e-04  1.327452e-03  2.209696e-03
## BCWANDER            4.073711e-04 -1.336861e-04  4.701923e-04  6.231426e-04
## BCFALL              5.235421e-04  1.636075e-03  6.913446e-03  6.332973e-04
## BCOTHER             5.235421e-04  1.636075e-03  6.913446e-03  6.332973e-04
## CTWHITE             5.102499e-03 -1.755111e-02  4.263621e-02 -5.246517e-02
## CTRED               4.388236e-06  6.297937e-04 -5.628882e-04  1.416759e-04
## PROTEIN            -4.100937e-02  5.402792e-04  2.168583e-03 -2.314372e-03
## GLUCOSE             3.808428e-02 -1.972703e-03 -1.536747e-03  6.312553e-03
## ApoEGeneAllele1    -7.728549e-03 -8.365063e-03  2.619989e-03 -3.990253e-03
## ApoEGeneAllele2    -9.680121e-03 -1.364941e-02 -8.132875e-05 -2.704390e-03
## CDMEMORY            0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00
## CDORIENT           -1.592622e-03 -7.719279e-04 -5.094599e-03 -4.467538e-03
## CDJUDGE            -1.371085e-03  9.887032e-03 -6.762876e-03 -4.307217e-03
## CDCOMMUN           -2.694853e-03  9.440603e-03 -4.361266e-03 -4.740744e-03
## CDHOME             -1.598493e-03  1.699246e-02 -6.183469e-03 -2.534361e-03
## CDCARE              1.280819e-03  1.682619e-02 -1.093603e-02 -2.530481e-03
## CDGLOBAL            2.694093e-03  6.043132e-03 -2.388333e-03  3.179654e-03
##                             PC13          PC14          PC15          PC16
## MMSCORE            -0.0879813032  8.736788e-01  1.734968e-01 -1.381809e-01
## FAQTOTAL           -0.0098006953  1.711953e-01  1.222594e-02 -6.070405e-02
## GDTOTAL             0.0044654181 -9.589139e-02  1.730123e-02  3.219811e-01
## adascog            -0.1103799658  1.960369e-01  5.020215e-02 -3.486726e-02
## sobcdr              0.0179538291 -1.859368e-01 -1.428370e-02  8.974874e-02
## DXCURREN            0.0060609840 -1.187287e-01 -1.929845e-02  3.958888e-02
## DX_Conversion      -0.0037317033  1.868672e-03  6.523029e-05 -4.566558e-03
## DXCONTYP           -0.0096467572 -2.422898e-03  2.267618e-03 -1.292108e-02
## DX_Confidence       0.0109202274  4.963767e-02 -9.359229e-03 -8.750253e-03
## Gender              0.0258266945 -1.666984e-05 -1.211388e-02  2.750441e-03
## Married            -0.0034672416  7.518152e-03  9.772998e-03 -5.897010e-03
## Education          -0.9262390930 -1.193920e-01 -9.676954e-02  1.612662e-02
## Age                 0.0063554516  4.327460e-03  1.669475e-03 -1.069383e-03
## Weight_Kg           0.0150190833 -1.758448e-03  1.883216e-03  8.405724e-03
## VSBPSYS             0.0011631031  6.944028e-03 -2.495077e-03  2.044892e-03
## VSBPDIA             0.0088273899 -2.416925e-03  7.502217e-03  2.095647e-04
## VSPULSE            -0.0124872163 -1.388542e-02 -6.148071e-03  1.603198e-04
## VSRESP             -0.3350085683  2.139243e-02  4.774029e-02 -9.995924e-02
## VSTEMP             -0.0376788856  2.325265e-01 -5.557229e-02  9.170844e-01
## SymptomeSeverety    0.0374061723 -6.071940e-03  3.162459e-02  1.395281e-02
## SymptomeChronicity  0.0361965638  1.088004e-02  1.486998e-02  1.604698e-04
## BC.USEA             0.0006200887 -1.108712e-03 -1.465682e-03  3.325231e-03
## BCVOMIT             0.0032422556 -6.112611e-04  9.423585e-04  3.244960e-03
## BCDIARRH            0.0017972085 -3.227914e-03 -2.209577e-03  6.765533e-03
## BCCONSTP            0.0083874698 -3.622573e-03  9.803201e-03 -1.029778e-02
## BCABDOMN            0.0004664047 -5.454619e-03 -3.001856e-03  1.083535e-02
## BCSWEATN            0.0038592391 -4.125684e-03 -3.668156e-03  8.111887e-03
## BCDIZZY             0.0011291058 -1.553778e-02  4.434624e-03  1.995932e-02
## BCENERGY           -0.0075162642 -1.694583e-02 -7.937800e-03  2.495209e-02
## BCDROWSY           -0.0042331833 -3.844601e-03  7.330426e-03  9.586577e-03
## BCVISION           -0.0005128038 -5.884526e-03  2.440490e-04  8.594171e-03
## BCHDACHE            0.0050345227 -7.004732e-03  4.287957e-03  4.042432e-03
## BCDRYMTH            0.0002936124 -1.000085e-03  7.763152e-03  6.922310e-03
## BCBREATH            0.0053172747  4.612373e-03  7.581332e-03  8.790300e-03
## BCCOUGH            -0.0019413019  1.542204e-02 -2.337134e-03 -1.678831e-03
## BCPALPIT            0.0003722882 -6.802825e-03  2.036233e-03  6.300815e-03
## BCCHEST             0.0025657422 -1.118601e-03 -2.573619e-04  5.813936e-04
## BCURNDIS            0.0026079804 -1.181589e-03 -1.430394e-02  8.017933e-04
## BCURNFRQ           -0.0012196401 -1.383244e-03  2.534933e-03  1.382355e-02
## BCANKLE            -0.0013945696 -7.152940e-03  6.405744e-03 -1.607348e-02
## BCMUSCLE            0.0097746288  1.018397e-02  3.448641e-03 -1.011784e-02
## BCRASH              0.0059401167  1.028000e-02 -2.336041e-03  1.682769e-03
## BCINSOMN           -0.0051405568  1.626305e-03  4.965047e-03  8.299962e-03
## BCDPMOOD            0.0020490360 -1.021093e-02  4.570817e-03  1.061237e-02
## BCCRYING            0.0016673114 -5.870603e-03 -2.217051e-03  1.271916e-03
## BCELMOOD            0.0002704217 -5.969102e-04  3.300915e-03  3.554712e-03
## BCWANDER           -0.0002386077 -7.916731e-04 -9.371149e-04 -9.451378e-04
## BCFALL             -0.0009525339 -3.185838e-03  2.139784e-03  3.477689e-04
## BCOTHER            -0.0009525339 -3.185838e-03  2.139784e-03  3.477689e-04
## CTWHITE             0.0574189906  1.710064e-01 -9.736684e-01 -8.240489e-02
## CTRED               0.0003763218 -3.201767e-05  6.342821e-05  3.824231e-05
## PROTEIN            -0.0060571515 -1.687084e-03  2.481090e-02 -1.028380e-03
## GLUCOSE             0.0056515998 -3.051140e-04  5.427169e-03  3.734507e-03
## ApoEGeneAllele1     0.0003109821 -1.806579e-02  5.360930e-03  1.093057e-02
## ApoEGeneAllele2     0.0020879393 -1.897929e-02  1.245318e-02 -3.137055e-03
## CDMEMORY            0.0000000000  0.000000e+00  0.000000e+00  0.000000e+00
## CDORIENT            0.0033595588 -5.716869e-02 -1.480524e-02  1.978390e-02
## CDJUDGE             0.0039298543 -4.586762e-02  1.974754e-03  1.541538e-02
## CDCOMMUN            0.0082163493 -3.924569e-02  4.167583e-03  1.405275e-02
## CDHOME              0.0053480812 -1.941125e-02 -6.537103e-03  1.472516e-02
## CDCARE             -0.0004583390 -2.625990e-02 -5.306918e-03  1.778501e-02
## CDGLOBAL           -0.0024416754  2.016370e-03  6.223222e-03  7.986554e-03
##                             PC17          PC18          PC19          PC20
## MMSCORE            -1.841785e-01 -2.686130e-01  3.358478e-02 -2.593938e-02
## FAQTOTAL           -4.683952e-04  1.486509e-01  2.596760e-02 -3.392442e-03
## GDTOTAL            -9.254985e-01  1.269398e-01 -1.091870e-02 -8.805439e-03
## adascog            -6.940707e-03  3.235693e-02  5.324231e-04  1.926578e-02
## sobcdr             -5.269811e-02 -8.435087e-01 -1.338509e-01  3.092918e-02
## DXCURREN           -1.740851e-02 -1.837838e-01  1.746863e-01 -1.708608e-01
## DX_Conversion       1.993421e-03  7.630230e-04  3.424591e-02 -8.187501e-02
## DXCONTYP            6.160427e-03  1.297781e-02  2.195440e-01 -5.777069e-01
## DX_Confidence       2.037139e-02  1.033568e-01 -9.245402e-01 -2.392662e-01
## Gender             -4.199799e-03 -8.209760e-03 -1.052947e-01  2.996220e-02
## Married             4.747424e-03  5.366574e-03 -3.960124e-03  2.690227e-02
## Education           6.121341e-03  9.583722e-05 -1.890197e-02 -9.252368e-04
## Age                -9.619258e-03 -6.401365e-03  3.111088e-03 -1.080417e-02
## Weight_Kg           4.836143e-03 -1.566593e-03 -2.545166e-03 -2.109400e-03
## VSBPSYS             3.010193e-03  3.214601e-03 -2.105865e-03  1.267203e-03
## VSBPDIA            -8.483747e-03 -7.356284e-03  2.738686e-03 -2.848872e-03
## VSPULSE             2.774213e-04 -2.230427e-03  1.908760e-03 -4.869135e-03
## VSRESP             -1.924138e-02 -7.357621e-03 -6.442450e-03  1.052973e-02
## VSTEMP              2.980608e-01  2.954191e-02  1.307721e-02 -9.449213e-03
## SymptomeSeverety    3.672305e-02 -1.664675e-02 -6.018873e-03  1.073487e-01
## SymptomeChronicity  3.714850e-02 -9.956819e-03  1.868434e-02 -1.027530e-01
## BC.USEA            -1.001759e-02  8.598430e-03 -3.109122e-02  2.973570e-02
## BCVOMIT            -5.486258e-03  2.334759e-03 -1.704435e-02  2.975961e-02
## BCDIARRH           -2.411213e-03  2.974762e-02 -1.202869e-03 -1.975013e-03
## BCCONSTP           -1.925312e-02 -2.313797e-03 -2.748711e-02  6.737565e-02
## BCABDOMN           -1.091285e-02  1.154631e-02  1.228860e-02  6.644594e-02
## BCSWEATN           -1.022145e-02 -8.028041e-03 -2.740161e-02 -8.575676e-03
## BCDIZZY            -2.541645e-02 -1.917780e-02  2.211752e-02  4.170687e-02
## BCENERGY           -4.807530e-02 -2.196394e-02 -3.065381e-02  3.179927e-02
## BCDROWSY           -2.875763e-02  1.044704e-03 -1.297063e-02  9.483626e-02
## BCVISION           -8.783381e-03  3.157200e-03  1.604678e-02  4.299377e-02
## BCHDACHE           -3.508402e-03 -1.864026e-02 -3.361468e-02 -2.042622e-02
## BCDRYMTH           -1.975676e-02  2.255430e-02 -3.217173e-02  5.591061e-02
## BCBREATH           -2.194985e-02  3.751548e-03  7.438886e-04  2.483536e-02
## BCCOUGH            -1.496238e-02  1.062817e-02 -2.864678e-02  4.537624e-02
## BCPALPIT           -1.682087e-02  1.706306e-03 -6.395341e-03  2.217424e-02
## BCCHEST            -5.838664e-04  2.850331e-03 -1.791252e-02  2.151673e-02
## BCURNDIS            4.018048e-03 -3.093293e-03 -5.999450e-03  1.309542e-02
## BCURNFRQ            1.162974e-05 -6.882058e-03 -1.105265e-02  5.483613e-02
## BCANKLE            -1.813334e-02 -7.433338e-03 -5.011165e-02  5.449709e-02
## BCMUSCLE           -2.675642e-03  1.313485e-02 -4.884253e-02  1.978388e-02
## BCRASH             -3.488850e-03 -1.010036e-04 -1.245258e-02  3.451642e-02
## BCINSOMN            2.470422e-03 -1.764969e-02 -3.419974e-02  3.913125e-02
## BCDPMOOD           -3.619183e-02  2.557977e-02 -2.517554e-02 -3.017667e-02
## BCCRYING           -2.720023e-03  3.970817e-03  3.882463e-03  2.519127e-03
## BCELMOOD            2.185239e-04 -1.597279e-03  5.757573e-03  9.345322e-03
## BCWANDER            6.885599e-04  1.428488e-03  7.447713e-03  1.283398e-03
## BCFALL             -6.415190e-03 -6.981268e-03  4.358569e-03 -4.790424e-02
## BCOTHER            -6.415190e-03 -6.981268e-03  4.358569e-03 -4.790424e-02
## CTWHITE            -6.599240e-02 -2.711622e-02  1.537391e-02 -4.224872e-03
## CTRED              -1.482434e-05  9.207152e-05 -2.827644e-05  8.773577e-06
## PROTEIN             5.889680e-03 -1.353124e-03 -2.173097e-03 -2.101313e-03
## GLUCOSE            -8.452369e-04  9.073829e-04  2.359060e-03  1.944188e-03
## ApoEGeneAllele1     1.860685e-03 -2.758078e-03  6.720809e-02 -3.284412e-01
## ApoEGeneAllele2    -1.260975e-02 -3.739787e-02  1.611253e-02 -6.225010e-01
## CDMEMORY            0.000000e+00  0.000000e+00  2.847806e-28  1.272875e-26
## CDORIENT           -1.500097e-02 -1.538439e-01  5.811735e-02 -5.165164e-02
## CDJUDGE             1.620137e-02 -1.271498e-01 -2.252275e-02 -5.221839e-03
## CDCOMMUN           -2.348695e-02 -1.357560e-01 -8.587576e-03  6.920052e-03
## CDHOME             -5.406003e-03 -1.480558e-01 -7.071766e-02  2.289765e-02
## CDCARE             -1.717863e-02 -1.912339e-01 -5.182892e-02  1.954419e-02
## CDGLOBAL           -7.826934e-03 -8.746936e-02 -3.831134e-02  3.844077e-02
##                             PC21          PC22          PC23          PC24
## MMSCORE             5.752610e-03 -1.762204e-02  2.088240e-02 -4.652456e-03
## FAQTOTAL            1.023005e-02 -1.734626e-03  4.096015e-03 -3.227616e-03
## GDTOTAL             3.013770e-02  6.925024e-02 -2.320315e-02  3.531937e-02
## adascog            -5.493715e-03  2.604053e-03  2.057082e-03  5.617345e-03
## sobcdr             -2.347681e-02  3.917588e-02 -3.815348e-02  1.573966e-02
## DXCURREN           -1.932078e-02 -4.660325e-02  6.527360e-02 -4.760789e-02
## DX_Conversion      -9.934168e-02  3.166377e-02  1.074453e-02 -2.159813e-02
## DXCONTYP           -6.636329e-01  2.501236e-01  2.517011e-02 -4.247415e-02
## DX_Confidence      -6.354816e-02  8.283330e-02  3.002973e-03 -8.098337e-02
## Gender             -1.619464e-01 -1.239000e-02  2.677130e-01  5.350883e-01
## Married             8.973784e-03  4.433417e-02  5.514138e-02 -6.456156e-02
## Education           1.945739e-03 -7.162676e-04  7.671872e-03  2.068332e-02
## Age                 5.522626e-03 -3.949414e-03  9.906130e-03  7.136581e-03
## Weight_Kg          -1.238190e-03  1.806722e-03  4.834877e-03  9.838336e-03
## VSBPSYS             3.889844e-04  8.312053e-04 -3.274669e-03 -3.965168e-04
## VSBPDIA            -2.777396e-03 -2.857928e-04  3.641461e-03 -2.705948e-03
## VSPULSE             5.247397e-03  5.606177e-04 -2.322217e-03 -4.003495e-03
## VSRESP              4.540344e-03 -4.880082e-03 -1.587274e-03  3.995895e-03
## VSTEMP             -5.343708e-03 -1.112970e-03 -3.251505e-03  8.966444e-03
## SymptomeSeverety    4.477019e-02 -5.090860e-02  5.393318e-01 -4.175339e-03
## SymptomeChronicity  2.683579e-02  1.336327e-01 -4.308140e-01 -3.677727e-03
## BC.USEA            -4.662934e-02 -4.832607e-02  4.112072e-02 -3.421026e-02
## BCVOMIT            -2.720348e-02  1.141423e-03  3.976233e-02 -1.917255e-02
## BCDIARRH           -5.845566e-02 -1.436475e-01  2.919602e-02 -9.162681e-02
## BCCONSTP           -8.248917e-02 -1.240284e-01  7.154449e-02 -7.075546e-02
## BCABDOMN           -6.469147e-02 -1.216933e-01  6.964136e-02 -6.974023e-02
## BCSWEATN           -8.736769e-02 -7.715562e-02  1.881362e-02 -4.275898e-04
## BCDIZZY            -9.333220e-02 -1.314975e-01  1.545719e-01 -1.643159e-01
## BCENERGY           -2.415951e-01 -3.643489e-01  1.403113e-01 -2.494647e-01
## BCDROWSY           -1.279535e-01 -2.431035e-01 -5.620816e-03 -2.915594e-01
## BCVISION           -3.005219e-02 -5.710773e-02 -3.338882e-02 -4.855553e-02
## BCHDACHE           -1.192534e-01 -4.094781e-02  1.049145e-01 -5.934212e-03
## BCDRYMTH           -9.047768e-02 -1.418006e-01 -7.780372e-03 -8.726325e-02
## BCBREATH           -1.178738e-01 -1.440259e-01  4.510605e-02 -1.059161e-02
## BCCOUGH            -1.383303e-01 -1.128931e-01  6.946893e-02 -6.490510e-02
## BCPALPIT           -3.094394e-02 -5.737425e-02  1.402155e-03 -4.401561e-03
## BCCHEST            -3.566431e-02 -3.063846e-02  1.083575e-02 -1.077695e-02
## BCURNDIS           -7.683423e-03  1.889372e-03  2.961121e-03 -1.729530e-02
## BCURNFRQ           -5.117061e-02 -3.012364e-01 -4.153203e-01 -2.924864e-01
## BCANKLE            -8.962804e-02 -1.158949e-01  6.880593e-02  8.180049e-02
## BCMUSCLE           -2.355691e-01 -4.682482e-01 -3.599386e-01  5.708683e-01
## BCRASH             -4.048126e-02 -8.115753e-02 -2.650512e-02 -3.322840e-02
## BCINSOMN           -2.785461e-02 -4.427041e-02  9.402560e-02 -4.078748e-02
## BCDPMOOD           -9.063705e-02 -1.795428e-01  9.363073e-02 -7.125036e-02
## BCCRYING           -2.465241e-02 -6.586979e-02  4.329449e-02  4.807385e-03
## BCELMOOD           -1.720105e-02 -3.597675e-02  3.828379e-04 -2.166544e-02
## BCWANDER           -1.460170e-04 -5.757171e-03 -6.229654e-04 -1.094610e-02
## BCFALL             -8.493933e-02 -1.437508e-02  5.949110e-02  1.763137e-02
## BCOTHER            -8.493933e-02 -1.437508e-02  5.949110e-02  1.763137e-02
## CTWHITE             8.502222e-03 -1.203537e-02  1.057629e-02 -8.612122e-03
## CTRED              -7.353353e-05 -8.583005e-05 -4.353070e-05  5.117684e-05
## PROTEIN             4.537258e-04  1.156949e-03  1.397686e-03  3.566370e-04
## GLUCOSE            -8.244361e-04 -7.428599e-05 -9.452890e-04 -1.259363e-04
## ApoEGeneAllele1     3.012229e-01 -3.511505e-01  1.629691e-01  2.079415e-01
## ApoEGeneAllele2     4.043433e-01 -2.650053e-01  2.786011e-02 -1.093289e-01
## CDMEMORY            5.307036e-25  2.613968e-25  1.563035e-24  2.711324e-24
## CDORIENT            1.418319e-02 -1.947907e-02  3.181332e-02 -1.347922e-03
## CDJUDGE             3.148343e-03 -1.857695e-02 -2.192601e-02  6.242133e-02
## CDCOMMUN            2.700327e-03 -6.638471e-03 -2.006457e-02  3.572438e-03
## CDHOME             -7.854158e-03  2.760995e-02 -8.757912e-03 -8.823163e-03
## CDCARE             -2.712497e-02  2.458448e-02  1.272871e-03 -2.524398e-02
## CDGLOBAL           -8.529532e-03  3.167593e-02 -2.049118e-02 -1.483904e-02
##                             PC25          PC26          PC27          PC28
## MMSCORE            -2.234757e-02  1.851419e-03  8.964926e-03  6.592447e-02
## FAQTOTAL           -6.057565e-04  2.145152e-03 -6.783652e-03  3.902058e-03
## GDTOTAL            -3.118905e-02  1.447153e-02 -5.536938e-03 -2.039500e-02
## adascog             4.774074e-03  4.284026e-03 -5.991638e-03 -4.775104e-03
## sobcdr              2.903316e-02  2.863223e-02  8.308363e-03 -1.382462e-01
## DXCURREN           -2.687035e-01 -9.728303e-02  4.205794e-02  7.087333e-01
## DX_Conversion      -1.487131e-02  2.113637e-02  3.736175e-03 -1.175549e-02
## DXCONTYP           -8.510307e-02  1.217603e-01 -1.834850e-03 -1.619959e-01
## DX_Confidence      -1.372586e-01  3.659019e-02  8.588377e-02  1.183778e-01
## Gender              4.738586e-01  1.394011e-01 -3.828968e-01  1.886680e-01
## Married            -1.518560e-02  7.867901e-02  6.139237e-02  9.897259e-02
## Education           4.336931e-03  2.112515e-03 -1.201962e-02  3.173045e-03
## Age                 5.478366e-03 -3.907809e-04  4.890652e-04  5.707065e-03
## Weight_Kg           7.563456e-03 -5.104984e-04 -6.185859e-03  5.659309e-03
## VSBPSYS            -2.236672e-04 -5.267196e-04  5.025500e-04  3.834196e-04
## VSBPDIA             1.407483e-03 -2.091439e-03 -5.448809e-04  1.171646e-04
## VSPULSE            -6.356957e-03  4.456029e-04  3.343011e-03  1.467384e-03
## VSRESP             -4.689916e-03  2.746889e-03 -5.715333e-03 -2.938163e-03
## VSTEMP              2.154892e-03 -1.491276e-02 -6.158853e-03  2.510345e-04
## SymptomeSeverety   -4.226648e-01 -1.946510e-02 -1.318369e-01 -1.586429e-01
## SymptomeChronicity  3.572609e-01  1.601732e-02  1.278447e-01  1.290425e-01
## BC.USEA             3.414855e-02  2.591580e-02 -3.009166e-02 -5.240366e-02
## BCVOMIT             1.093993e-02  1.059684e-02 -1.152880e-02 -3.881578e-02
## BCDIARRH           -2.966896e-02  5.033310e-02 -6.682021e-02 -3.052411e-02
## BCCONSTP           -7.662069e-02  4.218646e-03 -1.771468e-01  4.393484e-02
## BCABDOMN           -3.041555e-03  7.184278e-02 -4.686699e-04 -7.923784e-02
## BCSWEATN            6.253688e-02  3.515274e-02  5.681317e-03 -1.791013e-02
## BCDIZZY             6.788494e-02  2.172528e-01 -5.603197e-02 -1.518540e-01
## BCENERGY            2.589651e-01 -2.684142e-01  3.064640e-01 -5.527853e-02
## BCDROWSY            1.255272e-01 -1.958614e-02  2.148962e-01  5.737666e-03
## BCVISION           -4.798620e-02  2.366793e-02  6.975356e-02  1.565037e-02
## BCHDACHE           -1.060297e-02  1.254325e-01 -2.009920e-03  1.104160e-01
## BCDRYMTH            1.215251e-01  6.684799e-02 -7.719310e-02  9.828152e-04
## BCBREATH            1.033790e-01 -2.430303e-02 -1.474380e-02 -3.274963e-02
## BCCOUGH             5.685595e-02 -1.362960e-01 -3.922493e-02  7.710648e-02
## BCPALPIT            1.028723e-02  5.525939e-02 -3.780090e-02 -2.427441e-02
## BCCHEST             2.857685e-02  1.157680e-02 -1.511904e-02 -3.043525e-03
## BCURNDIS            1.133247e-02  7.211001e-03 -1.113146e-02 -2.127954e-02
## BCURNFRQ           -1.645306e-01  4.354859e-01 -4.944383e-01  9.611239e-02
## BCANKLE             7.977998e-02  4.595911e-02 -8.677213e-02  6.935153e-02
## BCMUSCLE           -3.383663e-01 -2.542034e-01  9.032158e-02 -1.370955e-01
## BCRASH             -3.533943e-02  3.708682e-02 -2.959590e-02 -5.314188e-03
## BCINSOMN            1.115265e-01 -9.818405e-02 -1.172965e-01  9.757000e-02
## BCDPMOOD            1.700479e-01 -1.350485e-01 -1.305598e-03  2.725326e-01
## BCCRYING            5.848197e-02 -3.816167e-03 -3.505139e-03  7.660657e-02
## BCELMOOD            5.643805e-03 -5.875142e-03  2.746686e-02 -2.637468e-02
## BCWANDER            4.048761e-03 -1.920708e-02 -1.882095e-03  1.386417e-02
## BCFALL             -4.635409e-02  1.362427e-02 -6.357533e-02 -3.897302e-03
## BCOTHER            -4.635409e-02  1.362427e-02 -6.357533e-02 -3.897302e-03
## CTWHITE            -1.017384e-02  4.432921e-03 -5.814425e-03 -1.042503e-02
## CTRED              -4.364994e-05 -1.923364e-05  4.423911e-05  1.619087e-05
## PROTEIN             1.724187e-03  7.292531e-04 -1.113852e-03  3.211017e-04
## GLUCOSE            -1.910573e-04 -1.196755e-04  9.571174e-04 -6.345274e-04
## ApoEGeneAllele1     4.065678e-02  5.851440e-01  4.279143e-01  8.365059e-03
## ApoEGeneAllele2     1.272402e-01 -3.589541e-01 -3.642218e-01 -1.922388e-01
## CDMEMORY            2.694350e-24  1.731909e-24  7.832366e-24  8.142559e-25
## CDORIENT           -9.781767e-02 -9.700808e-02  3.887033e-02  2.370054e-01
## CDJUDGE            -2.196705e-04  4.069292e-02  2.254181e-02 -1.625404e-02
## CDCOMMUN           -1.068840e-02 -3.971025e-03 -7.999696e-02  6.067480e-02
## CDHOME             -6.245072e-03  6.235157e-02  4.113790e-02 -9.598129e-02
## CDCARE              6.685728e-02  3.370654e-02  2.466222e-02 -1.204852e-01
## CDGLOBAL            7.714670e-02 -7.139699e-03 -3.890693e-02 -2.032059e-01
##                             PC29          PC30          PC31          PC32
## MMSCORE            -1.872007e-02 -1.226507e-02  5.371403e-03  6.806226e-03
## FAQTOTAL           -3.114183e-03  1.857668e-03 -2.618398e-03 -8.205194e-04
## GDTOTAL             1.537281e-02 -5.421128e-03 -4.971918e-03 -1.443894e-02
## adascog            -2.333168e-03  3.943494e-03  1.162428e-03 -4.646197e-03
## sobcdr              5.198158e-02  1.399080e-02  1.328256e-02 -8.319240e-04
## DXCURREN           -1.230665e-01 -1.301482e-01 -4.215764e-02  9.182903e-02
## DX_Conversion       2.041716e-03 -3.867248e-02 -1.944983e-02 -9.195802e-03
## DXCONTYP            8.559909e-02 -2.039279e-02  1.758731e-04 -1.141321e-01
## DX_Confidence      -2.430534e-02 -3.165055e-02 -1.459416e-02  2.480811e-02
## Gender             -1.350675e-01 -1.951125e-01  4.913415e-02 -1.720335e-01
## Married            -9.346096e-02  2.202879e-02  1.169202e-01  4.949474e-03
## Education          -5.728542e-03 -2.501626e-03  8.585686e-04  2.440692e-04
## Age                -9.436791e-04 -1.153165e-03  1.650132e-03 -5.779170e-04
## Weight_Kg          -4.174100e-03 -2.429870e-03  3.473888e-04 -4.747615e-03
## VSBPSYS            -3.914850e-04  6.007565e-04 -4.629420e-04  8.274229e-04
## VSBPDIA             9.431385e-04 -1.601107e-03  9.104095e-05  1.094198e-03
## VSPULSE            -8.517060e-04  3.103708e-03  1.187739e-03  1.504271e-03
## VSRESP             -5.287476e-03  1.230189e-04 -2.216313e-03  2.914294e-04
## VSTEMP             -3.272013e-03  3.704575e-03  5.109072e-04  2.140490e-04
## SymptomeSeverety    3.535776e-02 -1.099853e-01  6.291900e-02 -1.347632e-01
## SymptomeChronicity -3.489009e-02  7.425161e-02 -4.704250e-02  1.104044e-01
## BC.USEA            -5.628146e-02  5.315772e-02  1.251125e-02  1.121345e-01
## BCVOMIT             1.971138e-02 -5.987894e-03  1.600716e-02  4.964494e-02
## BCDIARRH            2.989662e-01 -1.027560e-01  2.229774e-01  3.247287e-01
## BCCONSTP           -4.167790e-02  3.499026e-01 -2.431882e-01 -2.762189e-01
## BCABDOMN           -4.729923e-03 -5.248244e-02  1.012070e-01  1.133990e-01
## BCSWEATN           -5.721224e-02 -2.531790e-02 -2.243708e-02  4.615493e-02
## BCDIZZY            -5.101039e-01  2.678560e-01 -3.422936e-01  3.834708e-01
## BCENERGY           -1.023576e-02 -4.326369e-02  2.076542e-02 -3.003189e-01
## BCDROWSY           -1.884557e-01 -2.807051e-01  1.760558e-01 -1.450411e-01
## BCVISION           -1.049529e-01  4.341230e-02  5.522880e-02 -2.240109e-02
## BCHDACHE           -2.543588e-01  1.506597e-01 -1.384464e-01 -3.769728e-02
## BCDRYMTH           -1.243110e-02 -2.973303e-01 -8.409563e-02  2.317447e-01
## BCBREATH            8.478804e-02 -1.654340e-01  4.647341e-02  1.958669e-01
## BCCOUGH             3.717646e-01 -1.680153e-01 -6.004739e-01  2.457969e-01
## BCPALPIT           -2.795860e-02 -6.389679e-04  3.002885e-02  4.666802e-02
## BCCHEST             5.615744e-03  4.354827e-02  3.636547e-02  3.749955e-02
## BCURNDIS           -8.883273e-03 -1.024032e-02 -1.974779e-02 -2.121747e-02
## BCURNFRQ            8.566011e-02 -6.112535e-02  4.192447e-02 -2.484706e-01
## BCANKLE             1.416736e-01 -9.475448e-02  1.408752e-01  1.083461e-01
## BCMUSCLE           -9.361066e-02  7.831173e-02 -4.318991e-02  3.550406e-02
## BCRASH              6.536742e-02  2.483969e-02  1.467765e-01  1.424908e-01
## BCINSOMN            4.584748e-01  3.717169e-01 -1.492251e-01 -4.940208e-02
## BCDPMOOD            7.686329e-02  4.526520e-01  2.683826e-01 -4.097431e-02
## BCCRYING            4.283903e-03  1.163116e-01  1.332699e-01  6.608381e-02
## BCELMOOD            2.050337e-03  6.272190e-03  1.380323e-03  2.123385e-02
## BCWANDER           -4.622507e-03 -6.960809e-03  5.457730e-03 -7.052131e-03
## BCFALL             -9.048249e-04  1.748853e-01  2.603476e-01  2.953241e-01
## BCOTHER            -9.048249e-04  1.748853e-01  2.603476e-01  2.953241e-01
## CTWHITE            -1.985819e-03  6.019254e-03  2.278714e-03  1.118449e-04
## CTRED               1.227433e-05 -2.058913e-05 -1.273270e-05  1.785075e-05
## PROTEIN            -6.444586e-04 -9.031068e-04 -5.975859e-04  2.231573e-04
## GLUCOSE             5.380687e-04  8.703670e-04  4.410236e-04  9.686955e-05
## ApoEGeneAllele1     2.084022e-01  5.340837e-02 -7.557829e-02 -4.532903e-02
## ApoEGeneAllele2    -1.277900e-01 -5.350859e-02  5.863380e-03  1.725632e-02
## CDMEMORY           -2.117582e-22  1.694066e-21  1.734723e-18 -3.469447e-18
## CDORIENT           -2.889238e-02 -7.907325e-02 -5.579701e-02  3.658310e-02
## CDJUDGE            -3.421433e-02 -4.971482e-02 -5.140974e-02 -3.430699e-02
## CDCOMMUN           -3.421977e-02 -2.076527e-02  3.201039e-02  6.419670e-02
## CDHOME              2.427385e-02  6.233397e-02  3.620298e-02 -2.300392e-02
## CDCARE              5.274921e-02  4.482068e-02  7.091394e-02 -1.469466e-02
## CDGLOBAL            7.228502e-02  5.638949e-02 -1.863800e-02 -2.960616e-02
##                             PC33          PC34          PC35          PC36
## MMSCORE             8.808236e-03  2.159396e-02  1.602235e-02  5.704420e-03
## FAQTOTAL            6.766126e-04  4.557567e-03 -8.810180e-03 -2.434050e-03
## GDTOTAL            -3.259497e-03  4.332955e-03 -9.560312e-03 -7.047022e-03
## adascog            -9.294980e-04 -2.919341e-04  1.629406e-03  4.643297e-03
## sobcdr              1.016993e-02 -2.466438e-02  6.415839e-03 -3.834185e-03
## DXCURREN            1.429472e-03  9.027435e-02  1.073908e-01 -2.354550e-02
## DX_Conversion      -9.809028e-03  4.798959e-03  1.152357e-02 -2.793114e-03
## DXCONTYP           -2.029202e-02  4.146618e-02  3.603971e-02  5.507368e-02
## DX_Confidence       1.019791e-02  4.363846e-02  4.769264e-02  1.391665e-02
## Gender              5.380246e-02  3.956928e-02  1.139032e-01 -8.858408e-02
## Married             1.388222e-01  2.596774e-02 -3.068759e-01 -4.697176e-01
## Education          -4.607480e-03 -3.824984e-03  5.667823e-03 -1.069468e-03
## Age                -5.101615e-04  9.340293e-04 -1.564540e-04 -3.596748e-03
## Weight_Kg           2.855812e-03  3.811461e-04  2.516668e-03 -1.617448e-03
## VSBPSYS             5.903469e-04 -4.411671e-04 -1.268119e-03  2.278280e-04
## VSBPDIA            -9.076573e-04  9.396321e-04  1.006868e-03  7.058571e-04
## VSPULSE            -6.156896e-04  2.526217e-04 -6.122908e-04 -2.728464e-04
## VSRESP              1.335060e-03  9.701172e-04  4.154582e-03 -5.194140e-03
## VSTEMP             -1.114437e-02 -9.786127e-03  1.026401e-04 -8.694763e-03
## SymptomeSeverety    6.401451e-02 -2.214245e-02 -2.901700e-02  1.223294e-01
## SymptomeChronicity -4.985015e-02  1.137516e-02  3.465288e-02 -9.839693e-02
## BC.USEA            -1.365301e-02  6.770007e-02  2.793424e-02 -3.807074e-02
## BCVOMIT             3.684339e-02 -3.500748e-03  4.224688e-02 -3.064192e-02
## BCDIARRH            4.394441e-02  3.757923e-01  3.239372e-01 -2.755730e-01
## BCCONSTP           -2.512298e-01 -1.075366e-01  3.656585e-01 -5.036689e-01
## BCABDOMN           -3.026251e-01  4.302533e-02  1.240698e-01 -1.004220e-01
## BCSWEATN           -4.313369e-02 -3.960850e-02 -6.742980e-02  4.420950e-02
## BCDIZZY             1.573708e-01  2.483126e-01  1.447008e-01  1.827191e-01
## BCENERGY            4.258518e-01  6.901339e-02 -1.200425e-01 -1.557347e-01
## BCDROWSY           -4.559712e-01  2.039530e-03  4.429732e-02  6.299615e-03
## BCVISION           -1.806151e-01 -5.216738e-02  1.005152e-01  9.565872e-02
## BCHDACHE           -3.034213e-01 -1.308961e-01 -5.279840e-01 -3.094993e-02
## BCDRYMTH            1.453694e-01  8.373751e-02 -1.534168e-01  6.597784e-03
## BCBREATH           -1.768394e-01 -6.601260e-02 -3.405531e-02  1.454798e-01
## BCCOUGH             1.750393e-02 -4.451622e-01  2.415291e-02 -3.156473e-02
## BCPALPIT           -6.780997e-02  3.160113e-02 -1.080037e-02  1.995523e-02
## BCCHEST            -5.510926e-02  4.172447e-02  3.838289e-02  2.772767e-02
## BCURNDIS           -1.267968e-02 -2.991870e-02  2.834875e-02  4.795252e-03
## BCURNFRQ            1.967703e-01 -5.647172e-02 -9.616609e-02  9.259047e-02
## BCANKLE            -2.089084e-01 -3.291338e-02 -1.420191e-01  1.431669e-01
## BCMUSCLE           -4.540645e-03  9.020329e-02 -4.027444e-02  1.479708e-03
## BCRASH             -1.153679e-01 -1.892826e-01  7.830389e-02 -4.374102e-02
## BCINSOMN           -2.244324e-01  5.274766e-01 -3.213990e-01  7.623211e-02
## BCDPMOOD            1.576069e-01 -2.391225e-01  1.982489e-01  3.920267e-01
## BCCRYING           -3.171328e-02 -7.730670e-02  1.854918e-02  8.781784e-02
## BCELMOOD            1.435237e-02  1.521354e-02  4.762103e-03 -1.980826e-02
## BCWANDER           -1.516168e-03 -6.478792e-03 -1.749964e-03  7.395989e-03
## BCFALL              7.790727e-02 -2.153558e-01 -1.603481e-01 -2.088557e-01
## BCOTHER             7.790727e-02 -2.153558e-01 -1.603481e-01 -2.088557e-01
## CTWHITE            -5.889820e-03  1.706351e-03 -9.093301e-03  7.372684e-04
## CTRED              -3.132090e-06  1.733912e-05 -5.159380e-05  2.177018e-05
## PROTEIN            -9.461185e-04 -2.226209e-04  1.206483e-03 -1.388241e-03
## GLUCOSE             1.020951e-03  3.211515e-05 -1.209250e-03  9.408633e-04
## ApoEGeneAllele1     1.329605e-02 -5.190495e-02  1.330311e-02 -2.846242e-02
## ApoEGeneAllele2    -1.018975e-01 -2.245724e-02 -4.996371e-02 -3.534202e-02
## CDMEMORY            2.775558e-17 -1.387779e-17 -2.775558e-17 -2.220446e-16
## CDORIENT            2.541407e-02  8.808116e-02 -1.461001e-02 -3.412252e-02
## CDJUDGE             3.543222e-02  2.128590e-02  5.047489e-02  2.145059e-02
## CDCOMMUN            1.901284e-02  9.305177e-02 -1.274642e-01  6.788814e-03
## CDHOME             -1.890533e-02 -4.335875e-02  3.146996e-02  4.628223e-02
## CDCARE             -1.037302e-01 -5.737387e-02  7.514398e-02  6.411274e-02
## CDGLOBAL            5.294637e-02 -1.263506e-01 -8.598739e-03 -1.083460e-01
##                             PC37          PC38          PC39          PC40
## MMSCORE             1.371242e-02 -5.657822e-03 -4.544168e-03 -7.356917e-03
## FAQTOTAL            1.078763e-02 -2.559659e-03 -3.282891e-03 -5.844715e-04
## GDTOTAL            -4.537897e-03 -5.425564e-03  4.357979e-03 -1.432960e-02
## adascog             1.613084e-03  1.287580e-03  3.321860e-03 -1.011802e-03
## sobcdr             -6.915080e-02  2.854091e-02 -3.000018e-02 -2.309967e-03
## DXCURREN            1.578437e-01 -2.396889e-02  6.899103e-02  6.575360e-02
## DX_Conversion      -1.644043e-02  3.887599e-02 -2.515326e-02  2.798968e-02
## DXCONTYP           -7.775148e-02  3.544601e-02 -5.488871e-02  8.917067e-03
## DX_Confidence       3.581154e-02  3.798808e-02 -1.479934e-02 -2.322732e-02
## Gender              9.407875e-03  3.972002e-02  1.715142e-01 -1.086286e-01
## Married            -6.035163e-01  2.091203e-01 -1.519174e-01 -1.756089e-01
## Education          -5.360053e-03 -6.294379e-03  3.950610e-04  1.439188e-03
## Age                -2.884677e-03 -5.057130e-03  1.405044e-03  1.448276e-03
## Weight_Kg          -4.108107e-04 -2.242862e-04  2.792300e-03 -2.020012e-03
## VSBPSYS            -1.208951e-03 -5.345304e-04  1.266524e-03 -1.684671e-03
## VSBPDIA             8.920790e-04 -1.680317e-03 -1.250732e-03  2.078397e-03
## VSPULSE            -2.886556e-04  4.530826e-04  1.612551e-04  9.493999e-04
## VSRESP              2.034321e-03  1.963695e-03 -8.728249e-04  1.544363e-03
## VSTEMP             -3.509305e-03  2.400895e-03 -1.521546e-02  1.383602e-02
## SymptomeSeverety   -4.701515e-02  2.202449e-02  2.533671e-02  2.066525e-02
## SymptomeChronicity  4.664984e-02 -2.144433e-02 -2.863984e-02 -1.234476e-02
## BC.USEA             2.131140e-02 -5.739480e-02  6.886549e-02  2.925713e-02
## BCVOMIT            -1.801292e-02 -3.876340e-02  9.093139e-02  5.215899e-02
## BCDIARRH           -2.253490e-01 -3.187171e-01  2.575716e-01  1.522584e-02
## BCCONSTP            8.309930e-02  1.832438e-02 -2.539183e-01  2.908430e-01
## BCABDOMN            1.944078e-01  1.164508e-01 -2.618641e-01 -3.494849e-01
## BCSWEATN            4.745891e-02 -4.508264e-02  1.590590e-01  1.209203e-01
## BCDIZZY            -2.908069e-02  7.113693e-02  1.264500e-02 -1.104799e-01
## BCENERGY            2.838189e-01 -1.709567e-01 -4.416946e-02 -1.235557e-01
## BCDROWSY           -1.566367e-01  2.536184e-01  2.818105e-01  6.523152e-02
## BCVISION           -2.942415e-02  2.500804e-01  1.571465e-01 -1.505475e-01
## BCHDACHE           -8.508308e-02 -4.832582e-01  1.473040e-01  2.373315e-02
## BCDRYMTH           -2.169277e-02  6.882307e-02 -3.010153e-01  5.808597e-01
## BCBREATH            1.531557e-02  9.249104e-02 -2.160945e-01 -6.910771e-02
## BCCOUGH            -1.482330e-01  7.088487e-02  1.819482e-01 -1.718431e-01
## BCPALPIT            1.502052e-02 -8.523131e-02 -1.072871e-01 -5.435377e-02
## BCCHEST            -1.352359e-02 -1.882477e-02 -2.934121e-02 -1.265079e-02
## BCURNDIS           -2.334351e-02 -3.990573e-02  7.247742e-02  2.874452e-02
## BCURNFRQ            6.239898e-02  4.049653e-02  8.818349e-02 -1.271105e-01
## BCANKLE             7.199720e-02 -2.164248e-02 -3.974064e-01  8.245263e-02
## BCMUSCLE           -1.047176e-01  4.466900e-02  4.387986e-02  2.899454e-02
## BCRASH             -7.436229e-02 -4.806384e-01 -1.461211e-01 -1.637425e-01
## BCINSOMN            7.260154e-02  1.634231e-01  8.259077e-02 -6.864748e-02
## BCDPMOOD           -3.549499e-01  3.445600e-02 -1.020548e-01  7.135339e-02
## BCCRYING           -4.047422e-02 -5.325776e-03  6.366329e-02  7.474038e-02
## BCELMOOD           -6.963165e-03 -2.406184e-02  4.000611e-02  4.027910e-02
## BCWANDER           -1.431772e-02 -5.509442e-03  1.144899e-02 -1.884361e-02
## BCFALL              2.839766e-01  1.805568e-01  1.183349e-01 -1.601622e-02
## BCOTHER             2.839766e-01  1.805568e-01  1.183349e-01 -1.601622e-02
## CTWHITE            -1.141425e-02  9.057251e-03 -1.151750e-02  6.975274e-03
## CTRED              -6.474215e-06  1.189665e-05 -1.667807e-05  4.821989e-07
## PROTEIN             4.810350e-04 -9.763268e-04  1.501116e-03 -8.948250e-04
## GLUCOSE            -4.029234e-04  4.162311e-04 -9.442471e-04  4.060640e-04
## ApoEGeneAllele1     2.328733e-02  5.988111e-02  3.867066e-03  6.455678e-02
## ApoEGeneAllele2    -5.646420e-02 -1.291881e-02  1.765253e-04 -3.244155e-02
## CDMEMORY            0.000000e+00  5.551115e-17 -1.665335e-16  1.110223e-16
## CDORIENT            4.111030e-02  8.929512e-02 -5.657061e-02 -1.193477e-01
## CDJUDGE            -2.786064e-02 -7.705708e-02 -2.807609e-01 -3.775553e-01
## CDCOMMUN           -1.270163e-01  3.780603e-02 -5.067338e-02  1.545105e-01
## CDHOME              1.203618e-02 -3.123814e-02  3.679632e-02  7.828844e-02
## CDCARE              1.008030e-01 -1.600977e-01  2.098601e-01  1.304565e-01
## CDGLOBAL           -6.822336e-02  1.698327e-01  1.113484e-01  1.313376e-01
##                             PC41          PC42          PC43          PC44
## MMSCORE            -1.984765e-03 -1.306404e-02 -4.865200e-03  1.231480e-02
## FAQTOTAL           -3.347025e-03  4.788102e-03  1.000333e-03  1.794265e-03
## GDTOTAL             5.933514e-03 -9.426794e-04 -9.171325e-03  5.224730e-03
## adascog             1.573111e-03 -1.105002e-03 -8.935914e-04 -9.228921e-05
## sobcdr             -7.243072e-03 -4.376044e-02 -3.093439e-02  2.935289e-02
## DXCURREN            7.623378e-03  9.989474e-02  1.561534e-01  3.925511e-03
## DX_Conversion       3.991401e-02 -2.167504e-02 -1.702582e-02  3.649488e-03
## DXCONTYP            4.025175e-02 -7.553025e-03  8.992536e-04 -3.418109e-02
## DX_Confidence       8.000081e-04  1.317389e-02 -5.005859e-04 -3.379495e-03
## Gender              9.554221e-02  2.266791e-02 -8.085532e-03 -3.611217e-02
## Married             4.438883e-02  2.321277e-01  1.951622e-01 -3.528862e-02
## Education           2.137579e-03  3.133193e-03 -5.481539e-03  1.430244e-03
## Age                 3.060853e-03 -2.675924e-03  4.070352e-04  2.025547e-03
## Weight_Kg           2.367504e-03 -2.593533e-03 -2.359019e-04  8.805119e-04
## VSBPSYS             5.053195e-04 -4.002247e-04 -2.949729e-04 -2.901274e-04
## VSBPDIA            -5.676588e-04  1.408495e-04 -1.060950e-04  5.481495e-04
## VSPULSE            -9.178723e-04 -6.716331e-04  1.111162e-03  6.170797e-04
## VSRESP             -3.762696e-03  7.551544e-04  4.324509e-03  2.617591e-03
## VSTEMP             -1.104812e-02 -3.004810e-03  2.119414e-03 -1.520554e-02
## SymptomeSeverety    3.035203e-02  8.956349e-03 -2.414259e-02  1.598102e-02
## SymptomeChronicity -3.126128e-02 -7.363835e-03  1.835957e-02 -1.198472e-02
## BC.USEA             6.789745e-03 -1.422873e-02  6.205680e-02 -5.423045e-02
## BCVOMIT             1.110308e-02  2.983398e-03  3.361810e-03 -6.701699e-02
## BCDIARRH           -2.651125e-01 -1.425975e-01 -4.506193e-02  1.086168e-01
## BCCONSTP           -9.623929e-02  6.942362e-02 -1.362464e-01  1.569910e-03
## BCABDOMN            1.956071e-01 -3.606975e-01  5.006782e-01  2.134129e-01
## BCSWEATN           -6.382500e-02  2.966046e-01  2.155591e-01  4.961255e-01
## BCDIZZY            -2.530829e-02  9.681602e-02  2.112995e-02 -1.665205e-01
## BCENERGY           -6.047786e-02  3.337328e-02  6.647652e-02 -8.957468e-02
## BCDROWSY            1.002543e-01 -1.010389e-01 -2.452804e-01 -1.365470e-01
## BCVISION            4.181086e-02  1.437831e-01 -3.906583e-03  2.397932e-03
## BCHDACHE           -1.643727e-01 -2.274963e-01 -1.840224e-02  1.729770e-01
## BCDRYMTH            3.901608e-01 -1.108561e-01 -9.225968e-02  2.198282e-01
## BCBREATH           -3.844264e-01  4.925467e-01 -2.309959e-01  1.736524e-01
## BCCOUGH             2.878405e-02 -1.202146e-01  5.012291e-02 -1.075849e-01
## BCPALPIT           -3.026622e-02 -5.087240e-02 -5.618458e-03  3.312808e-02
## BCCHEST            -1.766127e-02 -2.808835e-02 -1.523482e-03  3.280704e-02
## BCURNDIS           -3.322744e-02 -3.468216e-02 -2.945895e-02 -1.925420e-02
## BCURNFRQ           -3.092377e-02  2.688088e-02  2.727894e-02 -3.967389e-03
## BCANKLE            -3.575984e-01  1.132195e-02  2.421381e-01 -3.832893e-01
## BCMUSCLE            4.713502e-02 -6.875501e-03  4.804528e-02 -2.189699e-02
## BCRASH              5.255059e-01  3.549351e-01 -9.520846e-02 -2.025513e-01
## BCINSOMN            2.206740e-01  1.051079e-01 -8.690673e-02  6.351657e-03
## BCDPMOOD           -3.969583e-03 -1.734807e-01  2.018926e-02  1.349863e-01
## BCCRYING            1.248904e-01 -2.782771e-02  3.170567e-02  9.956664e-02
## BCELMOOD            3.027048e-02  3.878208e-02  3.348578e-03  2.150567e-02
## BCWANDER           -7.072980e-03 -2.031991e-02 -2.426457e-02  1.084809e-02
## BCFALL              1.529845e-02 -5.314169e-02 -1.708983e-01 -2.800417e-02
## BCOTHER             1.529845e-02 -5.314169e-02 -1.708983e-01 -2.800417e-02
## CTWHITE            -4.741662e-03 -3.499536e-03 -9.718629e-03  1.229494e-03
## CTRED               1.814775e-05  1.175100e-05  3.949060e-05 -2.739135e-05
## PROTEIN             5.159421e-04 -6.052100e-05  5.798187e-04 -1.372805e-03
## GLUCOSE             2.164272e-04  4.273242e-04 -5.680503e-04  4.397305e-04
## ApoEGeneAllele1     1.097070e-02 -2.444823e-03 -3.394181e-02 -3.670230e-02
## ApoEGeneAllele2     2.195009e-02  1.383602e-02  4.241021e-02 -1.264398e-02
## CDMEMORY           -2.081668e-16 -8.326673e-17  1.110223e-16  4.857226e-17
## CDORIENT            2.284601e-02  7.510126e-02 -6.665085e-02  1.011920e-01
## CDJUDGE             9.342782e-03 -1.901213e-01 -4.687612e-01  2.705046e-01
## CDCOMMUN           -9.938289e-02 -2.424404e-01 -7.205893e-02 -3.765136e-01
## CDHOME              6.960302e-02  1.004726e-01  2.004045e-01 -3.115940e-02
## CDCARE              1.095704e-01  1.846995e-01  1.678233e-01 -1.378719e-01
## CDGLOBAL           -1.192224e-01  2.852791e-02  2.083087e-01  2.032012e-01
##                             PC45          PC46          PC47          PC48
## MMSCORE             4.886770e-03  4.213027e-03  2.000304e-03  3.185048e-03
## FAQTOTAL            5.940551e-03  4.208301e-03  7.007631e-04 -2.233709e-03
## GDTOTAL             3.163269e-03 -5.418544e-03 -7.717967e-03  1.390531e-02
## adascog            -2.080325e-03  1.999294e-03  2.615444e-03  6.278129e-04
## sobcdr              2.897767e-02  1.299065e-02  1.777348e-02 -1.607390e-02
## DXCURREN            1.008771e-01 -6.119192e-02 -1.652097e-01 -6.853794e-02
## DX_Conversion       2.707762e-03 -1.494788e-02 -1.127772e-02  1.102258e-02
## DXCONTYP            1.511102e-02  6.837877e-03  1.444093e-02 -1.137230e-03
## DX_Confidence       2.585042e-02 -4.213196e-03 -2.948803e-03 -5.109362e-02
## Gender             -1.272437e-02  1.542482e-02 -1.972990e-02 -3.958311e-02
## Married            -1.394216e-01 -2.463115e-02 -3.681952e-02  8.315697e-02
## Education          -2.306534e-03  7.381081e-04  5.077597e-03 -7.353921e-03
## Age                -3.548837e-04 -1.851647e-03  4.559597e-03  1.238042e-03
## Weight_Kg          -1.533574e-03  1.012383e-03  5.208754e-04  7.712490e-04
## VSBPSYS            -8.412924e-04 -5.800642e-04  4.393836e-05 -4.707291e-06
## VSBPDIA             9.148311e-04  8.607358e-04 -8.821550e-05  1.734997e-03
## VSPULSE             1.957353e-04 -1.184126e-04  1.553619e-03 -3.840255e-04
## VSRESP              4.559923e-04 -2.161758e-03  2.090245e-03  2.132151e-03
## VSTEMP              1.854611e-03 -1.396829e-03  2.546913e-03  1.006801e-02
## SymptomeSeverety    2.745419e-03 -1.368741e-02  5.452984e-03 -2.909698e-03
## SymptomeChronicity -3.360335e-03  7.528496e-03  1.573740e-04  1.128149e-03
## BC.USEA            -2.305493e-02  1.438296e-02 -1.902931e-04  1.006371e-01
## BCVOMIT             4.045910e-02  4.259477e-02 -4.004316e-02  4.498184e-02
## BCDIARRH           -4.061838e-03  1.220128e-01 -2.565690e-02  5.447243e-02
## BCCONSTP           -4.345632e-02  1.734702e-02  7.242915e-02  2.741498e-02
## BCABDOMN           -1.142913e-01 -3.036317e-02  7.128073e-02 -2.148162e-01
## BCSWEATN            1.547768e-01 -1.605986e-01  5.926166e-01  2.987235e-01
## BCDIZZY             7.415162e-02 -1.024861e-01 -6.855971e-02  2.832349e-02
## BCENERGY            1.914272e-02  1.064180e-01  3.125571e-02 -5.847280e-02
## BCDROWSY            7.361927e-02 -2.953620e-01 -5.876236e-02  1.144290e-01
## BCVISION            1.026579e-01  8.547594e-01  9.153196e-02  4.514432e-02
## BCHDACHE           -4.226130e-02  1.499801e-01 -1.286791e-01 -8.295043e-02
## BCDRYMTH           -7.331617e-02  2.236545e-01 -1.143161e-01  2.946273e-02
## BCBREATH           -2.508173e-01 -3.384613e-02 -6.169066e-02 -4.158909e-01
## BCCOUGH            -6.465036e-02 -1.402755e-02  4.881276e-02  6.707424e-02
## BCPALPIT           -1.099761e-01 -6.833845e-02 -7.578448e-02 -1.158789e-01
## BCCHEST            -2.531576e-02  1.216566e-02  1.280439e-02 -1.628049e-02
## BCURNDIS           -6.296673e-02  1.117603e-01 -6.662022e-02 -7.619726e-02
## BCURNFRQ           -3.164455e-02 -3.389200e-02 -2.026317e-02 -7.337439e-03
## BCANKLE             2.667814e-01  5.029736e-02 -8.811741e-02  4.344930e-01
## BCMUSCLE           -3.131312e-02 -4.842451e-02 -5.725509e-02 -3.771924e-03
## BCRASH              3.022310e-01 -2.783231e-02  7.262511e-02 -1.233105e-01
## BCINSOMN            5.046631e-02 -3.611357e-02 -3.345583e-02  4.300550e-03
## BCDPMOOD           -8.387079e-02 -2.883639e-02 -1.898352e-02  7.778427e-03
## BCCRYING            7.756795e-02 -4.914306e-02  2.886290e-02 -1.152679e-01
## BCELMOOD            7.050980e-02 -1.566027e-02  3.794343e-02  4.682030e-02
## BCWANDER            7.355486e-03  1.862024e-02  3.203864e-03  1.434734e-02
## BCFALL             -2.572759e-02 -3.068196e-02 -2.115801e-03  6.378351e-02
## BCOTHER            -2.572759e-02 -3.068196e-02 -2.115801e-03  6.378351e-02
## CTWHITE             5.122042e-03 -1.836579e-03 -1.192626e-03  1.374152e-03
## CTRED              -5.359986e-06  5.704590e-06 -2.307602e-05 -1.889938e-05
## PROTEIN            -1.756584e-04  2.123899e-04  2.276819e-04 -9.247341e-04
## GLUCOSE            -1.827021e-05 -3.581994e-04  2.672075e-04  3.663294e-04
## ApoEGeneAllele1     1.900150e-02 -4.256982e-03  2.314995e-02 -5.193865e-02
## ApoEGeneAllele2    -2.078270e-02  3.810731e-02 -1.879057e-02  5.451987e-02
## CDMEMORY           -2.775558e-17  0.000000e+00 -5.551115e-17  5.551115e-17
## CDORIENT           -4.144077e-02  3.958522e-02  2.604101e-02  7.487668e-02
## CDJUDGE             1.137440e-01 -1.221281e-02 -4.011938e-02  3.046938e-01
## CDCOMMUN            4.529431e-02  2.904340e-02  6.049432e-01 -3.800389e-01
## CDHOME             -3.254995e-01 -1.070074e-02 -6.409283e-02  2.154911e-01
## CDCARE             -3.696850e-01  9.636390e-03 -1.559954e-01  5.545375e-02
## CDGLOBAL            6.065647e-01 -4.236081e-02 -3.530031e-01 -2.865503e-01
##                             PC49          PC50          PC51          PC52
## MMSCORE             1.385553e-03  1.197553e-02  6.471682e-03 -1.805039e-03
## FAQTOTAL            8.534602e-04 -5.328235e-03 -3.852183e-03  5.946873e-04
## GDTOTAL             4.829487e-03 -4.546533e-03 -2.960078e-03 -7.022487e-03
## adascog             8.777444e-04 -1.237571e-03  7.154217e-04 -7.278418e-04
## sobcdr             -3.309497e-02 -1.314172e-02 -4.531816e-02  4.354622e-03
## DXCURREN            7.699822e-02  1.165184e-01  2.752174e-01 -5.450960e-03
## DX_Conversion      -2.136386e-02 -1.366441e-02 -2.144152e-02  7.910993e-03
## DXCONTYP           -3.038503e-03  1.657515e-02 -2.429697e-02 -1.393003e-02
## DX_Confidence       1.914123e-02 -8.755584e-03 -1.318005e-02 -7.098697e-03
## Gender             -5.027118e-02 -4.252476e-02  1.734344e-02  1.652539e-02
## Married             1.316659e-01  6.209275e-02  4.060147e-02 -3.500871e-02
## Education          -5.525859e-03  3.203887e-04  4.253406e-04  1.645023e-03
## Age                -1.631636e-03  1.789123e-03  1.476115e-03 -1.809207e-04
## Weight_Kg          -7.197816e-04 -9.706148e-04  1.958495e-04 -6.000605e-04
## VSBPSYS             1.965988e-04  4.561620e-04  4.423152e-04  2.793821e-04
## VSBPDIA            -1.519181e-03  1.760826e-04 -5.638551e-04 -4.840591e-04
## VSPULSE             6.300131e-04  1.530818e-04  2.026490e-04  1.158097e-03
## VSRESP              5.287502e-04 -5.969245e-04 -1.446891e-03 -1.044660e-03
## VSTEMP              1.954060e-03 -3.778388e-04 -4.691222e-03 -2.317769e-03
## SymptomeSeverety    1.905838e-02  3.020027e-03  6.375911e-03 -1.240536e-03
## SymptomeChronicity -1.301418e-02  1.194354e-03 -1.076825e-02  1.657044e-04
## BC.USEA            -5.747747e-02  7.334935e-01 -2.273525e-01  2.455721e-01
## BCVOMIT            -6.760587e-02  3.453501e-01 -1.536750e-01  1.014751e-01
## BCDIARRH           -3.187469e-02 -1.644539e-01  9.193459e-03 -5.347610e-02
## BCCONSTP            1.209402e-02 -1.485322e-02 -2.749907e-02 -4.076840e-02
## BCABDOMN            5.203586e-02 -6.437114e-02 -3.394184e-02  9.548765e-02
## BCSWEATN            6.302326e-02  2.317580e-02  1.023932e-01  6.690795e-02
## BCDIZZY             2.259900e-02 -1.452637e-01  3.459823e-03 -3.576869e-02
## BCENERGY           -8.496617e-03  2.081074e-03  2.456484e-02 -6.224454e-02
## BCDROWSY           -5.587858e-02 -4.009010e-02  1.773617e-02  3.201305e-02
## BCVISION            5.661976e-03  2.623666e-02  1.077921e-01 -6.528648e-02
## BCHDACHE           -4.966207e-02 -9.477093e-02 -6.322667e-02  3.238735e-02
## BCDRYMTH            3.080843e-02 -3.707572e-02  2.722026e-02  3.832997e-02
## BCBREATH           -1.850192e-02  3.437351e-02 -1.655734e-02  2.329894e-02
## BCCOUGH             9.276556e-03  2.600255e-02  3.112299e-02 -5.540288e-02
## BCPALPIT           -1.614735e-01  3.209384e-01  3.511651e-01 -1.929805e-01
## BCCHEST            -3.505950e-02  1.927304e-01 -6.727710e-02  8.711716e-02
## BCURNDIS           -1.149579e-02  1.115029e-01  2.937147e-02  1.996396e-01
## BCURNFRQ            8.373642e-03  4.459823e-03 -6.145966e-02 -2.072224e-03
## BCANKLE             5.209434e-02 -4.634168e-02 -5.349372e-02 -5.964048e-02
## BCMUSCLE            2.643460e-02 -3.226758e-03  8.444155e-04  1.298745e-02
## BCRASH             -1.120565e-01 -6.801683e-02  1.056376e-02  1.017690e-01
## BCINSOMN            1.663023e-03  1.155301e-02  8.352543e-02  2.054481e-02
## BCDPMOOD           -9.529318e-03 -5.891474e-02  2.355100e-02  2.182257e-01
## BCCRYING            1.117872e-01  1.772933e-01 -3.324133e-01 -8.228378e-01
## BCELMOOD            1.641793e-02 -4.231918e-02  2.948916e-03  7.903860e-03
## BCWANDER           -1.804042e-02 -1.749477e-02 -2.300799e-02  2.194321e-02
## BCFALL             -9.474371e-03 -4.313456e-02  4.883738e-02  3.331476e-02
## BCOTHER            -9.474371e-03 -4.313456e-02  4.883738e-02  3.331476e-02
## CTWHITE             6.710370e-03  9.225291e-04  7.240960e-03 -2.197467e-03
## CTRED              -5.739182e-06 -1.413044e-06  3.664553e-05 -5.106734e-06
## PROTEIN            -1.463438e-04 -1.838206e-04 -7.708123e-04 -1.755726e-04
## GLUCOSE             4.014495e-05  6.841504e-04  5.829307e-04  3.543019e-04
## ApoEGeneAllele1    -6.447953e-03  2.153790e-02 -2.165935e-02  4.326331e-02
## ApoEGeneAllele2    -6.313361e-03  1.310009e-02  2.412426e-02 -1.804687e-02
## CDMEMORY           -2.775558e-17  1.387779e-17 -4.163336e-17 -1.110223e-16
## CDORIENT           -2.509830e-01 -1.596687e-01 -6.556247e-01  1.214320e-01
## CDJUDGE             2.296798e-01  1.538784e-01  2.001512e-01 -7.341782e-02
## CDCOMMUN            3.742972e-02  4.402409e-02  1.104748e-01  1.165538e-02
## CDHOME             -6.302192e-01 -3.377860e-02  2.563664e-01 -1.868388e-01
## CDCARE              6.132345e-01 -3.808686e-02 -2.190919e-02  5.825497e-02
## CDGLOBAL           -3.223680e-02  2.048998e-02  6.522343e-02  7.326884e-02
##                             PC53          PC54          PC55          PC56
## MMSCORE            -3.378048e-03 -6.101878e-03 -7.680000e-04 -1.642608e-03
## FAQTOTAL            5.553909e-03 -1.183634e-03  2.429451e-03 -1.007030e-04
## GDTOTAL            -1.513490e-02 -6.905714e-03  3.544305e-03 -8.813694e-04
## adascog            -2.707172e-05 -2.468447e-03  5.468579e-04  1.901048e-07
## sobcdr              1.645257e-02  8.347388e-03 -5.435752e-03  5.328086e-03
## DXCURREN           -1.330573e-01 -7.558196e-04  9.270431e-03 -1.279207e-02
## DX_Conversion       9.345409e-03  7.209569e-03  2.002721e-02  6.422722e-02
## DXCONTYP            9.072894e-03 -3.350483e-03 -7.425392e-03 -8.728873e-03
## DX_Confidence       1.512825e-02 -6.384763e-03 -6.487773e-03 -1.013299e-02
## Gender             -3.394029e-03  2.200660e-02 -2.901147e-03 -1.913141e-02
## Married            -5.634665e-03 -4.495877e-02  2.111685e-02 -4.519772e-03
## Education          -3.343312e-03  4.443848e-04  7.996703e-04 -1.522317e-03
## Age                -8.449698e-04  6.610131e-04 -3.729155e-04 -6.688452e-04
## Weight_Kg          -1.362660e-04 -2.947509e-05 -4.163802e-04 -3.537097e-05
## VSBPSYS             2.793923e-04 -2.427451e-04  4.184889e-04 -2.310231e-04
## VSBPDIA            -6.035049e-04  1.348072e-04 -4.658360e-04  8.936778e-04
## VSPULSE             6.336974e-04 -3.539337e-04 -1.612134e-04 -3.449411e-04
## VSRESP             -9.542331e-04 -2.526633e-03 -6.984691e-04 -2.209474e-03
## VSTEMP              4.768979e-03  3.773796e-04  1.072567e-03  2.415353e-03
## SymptomeSeverety    4.077558e-03  1.088543e-02  1.098439e-02  4.441268e-03
## SymptomeChronicity -2.155181e-05 -5.228392e-03 -7.098030e-03 -5.655641e-03
## BC.USEA            -1.247845e-01  2.523768e-01 -2.390010e-01  1.109486e-01
## BCVOMIT            -6.216410e-02 -1.264190e-01 -3.804022e-02 -2.418935e-01
## BCDIARRH            7.299066e-03  3.083854e-02 -1.881330e-02  5.140061e-02
## BCCONSTP            6.739686e-03  2.470332e-03 -1.356791e-02  2.189509e-03
## BCABDOMN           -9.602469e-02 -2.722425e-02 -7.279757e-02 -4.160582e-02
## BCSWEATN            8.430721e-02 -9.241875e-02  1.247158e-02  7.979853e-02
## BCDIZZY             6.411678e-04 -4.203859e-02  8.216323e-03  2.409618e-02
## BCENERGY           -1.550465e-02 -3.275055e-03  2.405585e-02  2.964392e-02
## BCDROWSY            1.576164e-02  4.380602e-03 -8.764446e-04  3.008265e-02
## BCVISION            5.803868e-02  7.464919e-02  1.517203e-03 -9.799000e-04
## BCHDACHE           -5.138917e-02  6.896424e-02 -1.409168e-02 -2.017400e-02
## BCDRYMTH           -3.029471e-03  1.953687e-02  3.921975e-03  2.115730e-02
## BCBREATH           -1.691022e-01  4.318713e-02 -7.449435e-02 -4.006540e-02
## BCCOUGH             2.462406e-02  2.385301e-02  3.201773e-02  7.033023e-04
## BCPALPIT            7.896029e-01 -1.997856e-02  3.700047e-02 -4.584417e-02
## BCCHEST            -1.140467e-01 -2.203138e-02  9.469363e-01 -9.406751e-02
## BCURNDIS           -3.661837e-02 -9.212375e-01 -8.135921e-02  7.660531e-02
## BCURNFRQ           -2.124341e-02  7.713619e-03  5.165248e-04 -1.407266e-02
## BCANKLE             3.783082e-02 -8.094924e-02 -1.635909e-03  9.448114e-03
## BCMUSCLE           -1.427388e-02 -1.573240e-02 -1.043681e-03  1.213052e-02
## BCRASH              1.583534e-03 -9.808849e-03  1.913667e-03  5.724715e-02
## BCINSOMN           -2.227944e-02 -3.784782e-02 -2.990800e-02  1.076688e-02
## BCDPMOOD            4.691401e-02  4.613403e-02 -5.994471e-02 -7.531667e-03
## BCCRYING           -1.127315e-01 -1.530851e-01 -1.931939e-02  2.204977e-02
## BCELMOOD           -1.510657e-03 -2.237427e-02 -1.106933e-01 -9.409058e-01
## BCWANDER            2.663838e-02  2.114531e-02  3.373983e-03  6.288963e-03
## BCFALL              1.488382e-02 -1.655092e-02  1.588104e-02  7.248085e-03
## BCOTHER             1.488382e-02 -1.655092e-02  1.588104e-02  7.248085e-03
## CTWHITE            -1.630982e-03  1.235003e-02  2.916713e-05 -5.080012e-03
## CTRED              -1.997695e-05 -1.200219e-05  2.251232e-06 -6.049085e-06
## PROTEIN             2.714235e-04  4.134966e-04  4.583441e-04 -3.040158e-05
## GLUCOSE             6.802890e-05 -6.871914e-04 -2.852655e-04  2.075812e-04
## ApoEGeneAllele1     1.283476e-02  2.284066e-03  7.417327e-03  7.439074e-03
## ApoEGeneAllele2    -1.697817e-02 -6.947420e-03  1.311606e-02 -1.141311e-02
## CDMEMORY            2.081668e-17 -1.734723e-18  6.505213e-19 -3.252607e-19
## CDORIENT            3.545456e-01 -4.787664e-02  1.252790e-02  1.826323e-03
## CDJUDGE            -1.635942e-01 -3.389710e-02 -3.823811e-02 -1.305378e-02
## CDCOMMUN           -5.218330e-02  1.482306e-02 -1.814282e-02 -1.313960e-02
## CDHOME             -2.810643e-01 -5.983923e-03 -1.977759e-02 -7.188475e-03
## CDCARE              1.340314e-01  4.118195e-02  3.817364e-02 -6.262216e-04
## CDGLOBAL            2.471735e-02  4.010004e-02  2.002123e-02  3.750984e-02
##                             PC57          PC58          PC59          PC60
## MMSCORE             3.864262e-03  6.868399e-04  1.391818e-04  0.000000e+00
## FAQTOTAL            1.092379e-03 -1.970672e-03 -6.700330e-04  1.114145e-17
## GDTOTAL            -3.950470e-03 -4.792259e-03  2.218913e-03  1.237474e-18
## adascog            -8.343141e-04  8.693431e-04 -4.131219e-04 -2.256373e-18
## sobcdr              6.128386e-04 -7.888004e-03 -4.342023e-04  7.805293e-03
## DXCURREN            6.687184e-03  1.372053e-02  1.180474e-02  4.803016e-17
## DX_Conversion      -9.784468e-01  8.991718e-02  1.620037e-02 -3.587873e-17
## DXCONTYP            1.448514e-01 -2.185916e-02  1.683167e-03  8.771262e-17
## DX_Confidence       1.613857e-03 -2.332062e-03  7.874156e-03  8.414955e-18
## Gender             -1.973469e-03 -1.428644e-02 -1.787692e-03  2.264596e-17
## Married             1.227025e-03  1.836626e-03  1.004690e-02 -1.327129e-16
## Education           1.781863e-03  1.830294e-03 -4.339729e-04  4.507062e-18
## Age                -7.478066e-04 -8.498868e-04 -6.004371e-04  5.149960e-19
## Weight_Kg          -4.863643e-04 -3.963075e-05  2.076153e-05 -5.353248e-19
## VSBPSYS            -3.090335e-05  2.198574e-04 -1.151802e-04  2.168404e-19
## VSBPDIA             2.271790e-04 -5.365120e-04  2.231442e-04 -7.589415e-19
## VSPULSE            -1.180037e-04 -3.591738e-04  4.026697e-04 -2.032879e-20
## VSRESP              1.227951e-03  3.216935e-04  8.308921e-04  8.673617e-19
## VSTEMP             -1.025078e-03  4.014640e-05  6.659725e-04 -1.290201e-17
## SymptomeSeverety    2.935171e-03 -2.133343e-02 -2.651289e-04  6.787106e-17
## SymptomeChronicity -2.408791e-03  1.572571e-02 -7.710003e-06 -5.429142e-17
## BC.USEA            -3.655354e-02 -3.587713e-01  4.299682e-03  6.399503e-17
## BCVOMIT             5.982977e-02  8.492789e-01 -1.022927e-03  1.340345e-16
## BCDIARRH           -1.015628e-02 -1.817049e-02 -1.418093e-02 -3.461315e-17
## BCCONSTP            1.298373e-02  1.194441e-02  9.221445e-03 -4.173331e-17
## BCABDOMN            1.104711e-02  6.125491e-02  9.539935e-03 -1.588695e-17
## BCSWEATN           -1.770754e-03  4.694317e-02  3.046216e-03  8.809820e-17
## BCDIZZY             8.730372e-03  2.292096e-02  1.027249e-02 -9.795767e-17
## BCENERGY           -1.273392e-02  6.618212e-04 -4.948846e-03  3.475037e-17
## BCDROWSY            4.245902e-02 -2.467353e-03 -1.933186e-02  1.820835e-16
## BCVISION           -1.555350e-02 -8.192845e-04 -1.889499e-02 -1.829625e-16
## BCHDACHE           -1.130152e-02  3.290480e-02 -1.946039e-02  2.317482e-18
## BCDRYMTH            5.553878e-02 -2.006663e-03  4.278355e-03  5.382386e-17
## BCBREATH           -1.232715e-02  3.069616e-02  1.103077e-02  1.281561e-16
## BCCOUGH             1.288787e-02 -3.161750e-02 -8.291920e-03 -8.391047e-17
## BCPALPIT           -6.197782e-03  9.885016e-03 -2.289855e-03 -1.968945e-16
## BCCHEST             1.320135e-03 -9.698265e-02 -3.751689e-05 -2.167049e-17
## BCURNDIS           -2.521041e-02 -2.007933e-01  1.724587e-02 -1.438516e-17
## BCURNFRQ           -5.253593e-03  2.420566e-03 -2.145314e-03  1.870520e-16
## BCANKLE            -8.137718e-03 -1.505328e-02  5.162343e-03 -1.517133e-16
## BCMUSCLE           -4.301640e-03  2.213220e-02  5.768241e-03 -1.461369e-16
## BCRASH             -3.067449e-03 -1.737918e-02  9.792178e-05 -7.111096e-17
## BCINSOMN           -5.336039e-03  2.528709e-02  7.474483e-03  1.396181e-16
## BCDPMOOD           -6.153652e-03  2.181243e-02 -2.405004e-02  6.667843e-17
## BCCRYING           -1.323172e-02 -5.206600e-02  2.198095e-02 -3.932943e-16
## BCELMOOD           -8.790511e-02 -2.670471e-01  9.650490e-03 -1.426539e-16
## BCWANDER            1.866225e-02  5.867324e-03  9.965992e-01  1.046391e-16
## BCFALL              4.280091e-04 -5.384495e-03  2.067548e-04  7.065822e-01
## BCOTHER             4.280091e-04 -5.384495e-03  2.067548e-04 -7.065822e-01
## CTWHITE             1.270994e-03  4.181840e-03 -8.565836e-04  9.297034e-18
## CTRED              -1.790519e-06  2.068861e-06  4.268231e-06  1.130048e-18
## PROTEIN            -3.016825e-05  1.875567e-05  2.262789e-04 -2.480112e-18
## GLUCOSE            -1.425256e-04  7.861899e-06 -2.145727e-04 -1.761829e-19
## ApoEGeneAllele1     4.267458e-03 -2.927458e-04  1.380161e-02  1.146002e-16
## ApoEGeneAllele2    -1.543013e-03  1.765504e-02 -7.923575e-03 -6.969048e-17
## CDMEMORY           -4.878910e-19  2.168404e-18 -5.717472e-21 -3.250580e-02
## CDORIENT            2.916658e-02 -3.346918e-02 -4.144528e-02 -7.805293e-03
## CDJUDGE             5.824182e-04  3.001989e-02 -7.973970e-03 -7.805293e-03
## CDCOMMUN           -9.546486e-03  1.588829e-02  5.826267e-03 -7.805293e-03
## CDHOME             -6.495997e-04 -1.031374e-02  1.736273e-02 -7.805293e-03
## CDCARE             -1.864392e-02  2.163256e-02  1.906554e-02 -7.805293e-03
## CDGLOBAL           -2.961472e-04 -3.164583e-02  6.730508e-03 -7.805293e-03
##                             PC61          PC62
## MMSCORE             0.000000e+00  0.000000e+00
## FAQTOTAL           -1.144778e-18 -7.521653e-16
## GDTOTAL             4.768978e-18 -8.423381e-15
## adascog             1.229946e-18 -1.922097e-15
## sobcdr             -2.538514e-04  3.778838e-01
## DXCURREN            2.850266e-17  3.914404e-14
## DX_Conversion       1.773541e-17 -3.370727e-13
## DXCONTYP            3.700594e-17  5.734581e-14
## DX_Confidence      -3.929951e-18  7.932955e-16
## Gender              2.430927e-17 -2.169053e-14
## Married             2.025532e-17 -7.539867e-15
## Education          -8.407331e-19 -1.260873e-15
## Age                 3.472835e-19  8.075138e-16
## Weight_Kg           1.270126e-18 -1.371949e-15
## VSBPSYS            -5.692061e-19 -2.775558e-16
## VSBPDIA            -1.609363e-19  3.573530e-16
## VSPULSE            -4.390278e-19  7.795414e-17
## VSRESP             -7.995991e-19 -1.942890e-15
## VSTEMP              1.622915e-18 -1.419004e-15
## SymptomeSeverety    6.223829e-17 -1.822154e-14
## SymptomeChronicity -5.231360e-17  2.012106e-14
## BC.USEA            -9.348364e-17  2.547745e-13
## BCVOMIT            -7.096527e-17  9.867107e-14
## BCDIARRH           -1.053357e-16  3.526303e-14
## BCCONSTP           -1.972253e-17  9.580010e-15
## BCABDOMN            6.741233e-17 -1.361005e-13
## BCSWEATN           -4.760219e-17  8.876060e-14
## BCDIZZY            -1.114911e-16 -6.445495e-14
## BCENERGY            2.740013e-17  2.451798e-14
## BCDROWSY            1.186424e-17 -4.631498e-14
## BCVISION            1.801671e-17  1.184992e-13
## BCHDACHE           -2.233626e-18 -1.471894e-13
## BCDRYMTH            6.339555e-17  4.015845e-14
## BCBREATH           -4.306803e-17 -1.313294e-14
## BCCOUGH            -1.268100e-16 -1.658125e-15
## BCPALPIT           -3.418710e-17  1.329225e-13
## BCCHEST            -9.615889e-17  1.010691e-13
## BCURNDIS           -6.921188e-17 -4.772489e-13
## BCURNFRQ           -1.055742e-17 -9.388150e-14
## BCANKLE             4.623627e-17 -2.276627e-14
## BCMUSCLE            7.140954e-17 -1.067636e-14
## BCRASH             -6.146640e-17 -1.092632e-14
## BCINSOMN            9.131693e-17  1.160929e-13
## BCDPMOOD            5.237840e-17  3.348754e-14
## BCCRYING            7.794707e-17 -7.023010e-14
## BCELMOOD            4.981485e-17 -1.003876e-13
## BCWANDER            1.302610e-17  1.310918e-13
## BCFALL             -2.298016e-02 -1.461009e-02
## BCOTHER             2.298016e-02  1.461009e-02
## CTWHITE             3.978726e-18  4.445012e-15
## CTRED               4.081971e-20 -2.295120e-17
## PROTEIN            -5.158431e-19 -5.247539e-17
## GLUCOSE             1.545835e-19  1.951564e-17
## ApoEGeneAllele1    -5.482167e-17  1.430618e-13
## ApoEGeneAllele2     3.127574e-17 -9.176904e-14
## CDMEMORY           -9.994715e-01 -5.674615e-11
## CDORIENT            2.538514e-04 -3.778838e-01
## CDJUDGE             2.538514e-04 -3.778838e-01
## CDCOMMUN            2.538514e-04 -3.778838e-01
## CDHOME              2.538514e-04 -3.778838e-01
## CDCARE              2.538514e-04 -3.778838e-01
## CDGLOBAL            2.538514e-04 -3.778838e-01
# install.packages("factoextra")
library(factoextra)
## Loading required package: ggplot2
## Welcome! Related Books: `Practical Guide To Cluster Analysis in R` at https://goo.gl/13EFCZ
eigen<-get_eigenvalue(pcal)
eigen
##          eigenvalue variance.percent cumulative.variance.percent
## Dim.1  2.273988e+05     9.890549e+01                    98.90549
## Dim.2  1.484903e+03     6.458481e-01                    99.55134
## Dim.3  3.337903e+02     1.451797e-01                    99.69652
## Dim.4  2.200047e+02     9.568948e-02                    99.79221
## Dim.5  1.264698e+02     5.500714e-02                    99.84722
## Dim.6  1.073487e+02     4.669057e-02                    99.89391
## Dim.7  7.522069e+01     3.271671e-02                    99.92662
## Dim.8  7.058054e+01     3.069850e-02                    99.95732
## Dim.9  3.931341e+01     1.709909e-02                    99.97442
## Dim.10 1.480602e+01     6.439771e-03                    99.98086
## Dim.11 1.230736e+01     5.353000e-03                    99.98621
## Dim.12 9.649142e+00     4.196826e-03                    99.99041
## Dim.13 8.238088e+00     3.583098e-03                    99.99399
## Dim.14 3.151439e+00     1.370696e-03                    99.99537
## Dim.15 2.455463e+00     1.067986e-03                    99.99643
## Dim.16 1.944325e+00     8.456703e-04                    99.99728
## Dim.17 1.730617e+00     7.527197e-04                    99.99803
## Dim.18 8.819886e-01     3.836147e-04                    99.99842
## Dim.19 3.431030e-01     1.492302e-04                    99.99856
## Dim.20 2.956609e-01     1.285956e-04                    99.99869
## Dim.21 2.640353e-01     1.148403e-04                    99.99881
## Dim.22 2.479452e-01     1.078420e-04                    99.99892
## Dim.23 1.826721e-01     7.945193e-05                    99.99900
## Dim.24 1.712922e-01     7.450234e-05                    99.99907
## Dim.25 1.623043e-01     7.059311e-05                    99.99914
## Dim.26 1.383527e-01     6.017554e-05                    99.99920
## Dim.27 1.361698e-01     5.922609e-05                    99.99926
## Dim.28 1.223317e-01     5.320731e-05                    99.99931
## Dim.29 1.048175e-01     4.558964e-05                    99.99936
## Dim.30 1.007915e-01     4.383856e-05                    99.99940
## Dim.31 9.107279e-02     3.961146e-05                    99.99944
## Dim.32 8.979152e-02     3.905418e-05                    99.99948
## Dim.33 8.551339e-02     3.719344e-05                    99.99952
## Dim.34 8.402801e-02     3.654739e-05                    99.99955
## Dim.35 8.083781e-02     3.515983e-05                    99.99959
## Dim.36 7.769321e-02     3.379211e-05                    99.99962
## Dim.37 7.549186e-02     3.283465e-05                    99.99966
## Dim.38 6.890471e-02     2.996961e-05                    99.99969
## Dim.39 6.376745e-02     2.773520e-05                    99.99971
## Dim.40 6.069233e-02     2.639770e-05                    99.99974
## Dim.41 5.863117e-02     2.550121e-05                    99.99977
## Dim.42 5.580901e-02     2.427373e-05                    99.99979
## Dim.43 5.242103e-02     2.280016e-05                    99.99981
## Dim.44 4.903965e-02     2.132945e-05                    99.99983
## Dim.45 4.703119e-02     2.045588e-05                    99.99985
## Dim.46 4.509127e-02     1.961213e-05                    99.99987
## Dim.47 4.400682e-02     1.914045e-05                    99.99989
## Dim.48 4.140577e-02     1.800915e-05                    99.99991
## Dim.49 3.382897e-02     1.471367e-05                    99.99993
## Dim.50 2.910121e-02     1.265737e-05                    99.99994
## Dim.51 2.704179e-02     1.176164e-05                    99.99995
## Dim.52 2.515083e-02     1.093918e-05                    99.99996
## Dim.53 2.305273e-02     1.002662e-05                    99.99997
## Dim.54 2.010289e-02     8.743610e-06                    99.99998
## Dim.55 1.402210e-02     6.098814e-06                    99.99999
## Dim.56 1.028087e-02     4.471593e-06                    99.99999
## Dim.57 8.480327e-03     3.688458e-06                    99.99999
## Dim.58 8.322598e-03     3.619855e-06                   100.00000
## Dim.59 3.567425e-03     1.551626e-06                   100.00000
## Dim.60 1.391823e-27     6.053634e-31                   100.00000
## Dim.61 1.391823e-27     6.053634e-31                   100.00000
## Dim.62 1.391711e-27     6.053147e-31                   100.00000
plot(pcal)

library(graphics)
biplot(pcal, choices = 1:2, scale = 1, pc.biplot = F)
## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
## = arrow.len): zero-length arrow is of indeterminate angle and so skipped

## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length
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qualit_vars <- as.factor(ad_data$SymptomeChronicity)
head(qualit_vars)
## [1] 2 2 3 2 3 3
## Levels: -4 0 1 2 3
# for plots of individuals
fviz_pca_ind(pcal, habillage = qualit_vars, addEllipses = TRUE, ellipse.level = 0.68) + theme_minimal()

# for Biplot of individuals and variables 
fviz_pca_biplot(pcal, axes = c(1, 2), geom = c("point", "text"),
                col.ind = "black", col.var = "steelblue", label = "all",
                invisible = "none", repel = T, habillage = qualit_vars, 
                palette = NULL, addEllipses = TRUE, title = "PCA - Biplot")

library(scatterplot3d)

#Fit linear model
lm.fit <- lm(BCABDOMN ~  DXCURREN + CDGLOBAL, data = ad_data)

#plot results
myPlot <- scatterplot3d(ad_data$BCABDOMN, ad_data$DXCURREN, ad_data$CDGLOBAL)

# Get the ranges of the variable.names
summary(ad_data$DXCURREN)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   1.000   1.000   2.000   1.958   2.000   3.000
summary(ad_data$BCABDOMN)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   1.000   1.000   1.000   1.074   1.000   2.000
summary(ad_data$CDGLOBAL)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  0.0000  0.0000  0.0000  0.0672  0.0000  2.0000
# Plot the linear model (line in 3D)
myCoef <- lm.fit$coefficients
plotX <- seq(0.93, 1.4,length.out = 100)
plotY <- seq(0,6,length.out = 100)
plotZ <- myCoef[1] + myCoef[2]*plotX + myCoef[3]*plotY # linear model
#Add the linear model to the 3D scatterplot
myPlot$points3d(plotX,plotY,plotZ, type = "l", lwd=2, col = "red")

myPlot <- scatterplot3d(ad_data$BCABDOMN, ad_data$DXCURREN, ad_data$CDGLOBAL)

# Static Plot
myPlot$plane3d(lm.fit, lty.box = "solid")

pca1 <- prcomp(as.matrix(cbind(ad_data$BCABDOMN, ad_data$DXCURREN, ad_data$CDGLOBAL)), center = T)
summary(pca1)
## Importance of components:
##                           PC1    PC2     PC3
## Standard deviation     0.7218 0.2619 0.24654
## Proportion of Variance 0.8011 0.1055 0.09345
## Cumulative Proportion  0.8011 0.9065 1.00000
normVec = c(pca1$rotation[,1][2]*pca1$rotation[,2][3]-
              pca1$rotation[,1][3]*pca1$rotation[,2][2],
            pca1$rotation[,1][3]*pca1$rotation[,2][1]-
              pca1$rotation[,1][1]*pca1$rotation[,2][3],
            pca1$rotation[,1][1]*pca1$rotation[,2][2]-
              pca1$rotation[,1][2]*pca1$rotation[,2][1]
)

# install.packages("rgl")
# Interactive RGL 3D plot with PCA Plane
library(rgl) 
## Warning in rgl.init(initValue, onlyNULL): RGL: unable to open X11 display
## Warning: 'rgl_init' failed, running with rgl.useNULL = TRUE
# Compute the 3D point representing the gravitational balance
dMean <- apply(cbind(ad_data$BCABDOMN, ad_data$DXCURREN, ad_data$CDGLOBAL), 2, mean)
# then the offset plane parameter is (d):
d <- as.numeric((-1)*normVec %*% dMean)  # force the plane to go through the mean

# Plot the PCA Plane
plot3d(ad_data$BCABDOMN, ad_data$DXCURREN, ad_data$CDGLOBAL, type = "s", col = "red", size = 1)
planes3d(normVec[1], normVec[2], normVec[3], d, alpha = 0.5)

# Define the 3D features
x <- ad_data$BCABDOM
y <- ad_data$DXCURREN
z <- ad_data$CDGLOBAL
myDF <- data.frame(x, y, z)

### Fit a (bivariate-predictor) linear regression model
lm.fit <- lm(z ~ x+y)
coef.lm.fit <- coef(lm.fit)

### Reparameterize the 2D (x,y) grid, and define the corresponding model values z on the grid
x.seq <- seq(min(x),max(x),length.out=100)
y.seq <- seq(min(y),max(y),length.out=100)
z.seq <- function(x,y) coef.lm.fit[1]+coef.lm.fit[2]*x+coef.lm.fit[3]*y
# define the values of z = z(x.seq, y.seq), as a Matrix of dimension c(dim(x.seq), dim(y.seq))
z <- t(outer(x.seq, y.seq, z.seq))

# First draw the 2D plane embedded in 3D, and then add points with "add_trace"
# install.packages('plotly')
library(plotly)
## 
## Attaching package: 'plotly'
## The following object is masked from 'package:ggplot2':
## 
##     last_plot
## The following object is masked from 'package:stats':
## 
##     filter
## The following object is masked from 'package:graphics':
## 
##     layout
myPlotly <- plot_ly(x=~x.seq, y=~y.seq, z=~z,
                    colors = c("blue", "red"),type="surface", opacity=0.7) %>%
  
  add_trace(data=myDF, x=x, y=y, z=ad_data$CDGLOBAL, mode="markers", 
            type="scatter3d", marker = list(color="green", opacity=0.9, 
                                            symbol=105)) %>%
  
  layout(scene = list(
    aspectmode = "manual", aspectratio = list(x=1, y=1, z=1),
    xaxis = list(title = "BCABDOM"),
    yaxis = list(title = "DXCURREN"),
    zaxis = list(title = "CDGLOBAL"))
  )
# print(myPlotly)
myPlotly